{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3011\n"
     ]
    },
    {
     "data": {
      "image/png": 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fviMiIpyWTXVjnZKTtSQnJ9OyqQ9LVqympP5zrFK1mqH8ylV02/rBg/tUMHGr\nKj9nqt+gYabb+8WLl8DV1Y3wsDCz8qTlKqOvy2Oc9GOlUutSsnTGXKGcPXuG/6XLVc2QKzrHsnJa\nH6CGh8LXO74nKjISJ2dnnqSksHhBCOXLZz0EJstMZbKoR3jW2yosLJSzZ87Q+rV026qGvk7R0RaV\n9V/LT/ugOfuouUpltd+kfsYW7oM5lZXT+j/+8C0R4eG81LiBUa6XGjdg6co1RmM7s1OylP7cHhdH\nYf3nGxmpq0eJksaZIsLDuHj+LC1faW2YVqWa7tweGxNj1vsBfL35M1YuCuH93v3oNySt9/PKpfPY\n2toZ3ZYvU9YdV7eiPLh3l3o+jbIqLkvFSpZCk5hAQnycoREXHaW7ZhUrYXzNiooM59rFczRqkfar\nChUq687D/zyKNUzbuHI+P+38ir7Dx9OmfdpP/RUtVgLXosVxKZL2U0ruFSvz5EkKURFhlHYvj2dd\nH5Z9+T3RkRG4uLrx8N5trKysKZFfb4+LbOXUg7kEaAAMB5oAL6FrcCrAmn/zxu6VqmNn78D1C6cN\n065fPI2LWzFKlClntGzo3ZtsDJlMTGTaxfb21YsUsrKidPlKOc53LV4CbZKG8Ptpg7H/iYki7vEj\nipfJ/SD9jKpU98DewYHzp08Ypp0/fQK3YsUpW874gnrn1g1mTxlNRFioYdqVS+exsrKiQqWqOb5X\naoP15rXLhmlJGg2hD+5R1r28YdrF82eortT6V70zNTxq4uDgyMl0345PnThO8eIlKF/BeIzOjRvX\nGDfaj9DQh4Zp58+fxcrKiipVq+ZY1ur1G/nqm2/ZtHU7m7Zup8/HAyhZshSbtm6nlmdt6tbXXSgu\nXbxgWP/6Nd2353LlzG+05KdM586cplUzH+7fS/ti8PDBfaKjo6hSJed9wSiXklqXtF8jOHn8GMWL\nl6BCxlzXrzNu1HBCH6blumDIVS3HsnJa/9GjWD7u/QEP7t+jWPHi2Nvb8+cfv1GiZEmjLwg58VBq\n4uDoyInjafU4kVqPipkzjR4xzKhO58/p6lS1ajWLyvqv5ad9MKf5lkj9jE+m+4xPnsh6H7x+/Tpj\nR2bYh/Tbq0qVajmWldP6azZ8xtYd37F52w42b9vBR/10uTZv24Gnl/m5qtVQcHBw5Ey6X/k4e+oE\nRYsVp1yGL0u3b14nYPxIwtNtK/XCOaysrKho5oN8u7/dwcpFIXw00NeocQm6Bq1Gk8jddHdsoiIj\neBQbg3v58hmLylalqjWwt3fg0rm0O3mXzp7CtWgxSrsbl3X/9g0WBvoTGZ52zbp2+TyFrKxw1w+/\n+nrjKn7atZWBo6caNS4BPLzpZ4TfAAAgAElEQVTqEhMVaeh0Abh78zq2dva4FSvBvds3mT5qAElJ\nGooWL4GNjQ3H//6TaopnPu/BtHq2/wqQnB7yeU1VVSXDtKuKouwHLmS1grns7O1p3Lod29ctxNHJ\nCW1SEt9/sYqW7d4BIO6fRwA4uRShmmc93CtXZ9OSWXT52I/HsTF8vSqE5q93wsWtGIWdi2Q738nF\nlQrVarJl+Ww69/WjUKFCfLtxORWqKVStVTe7alrE3t6B19t1YdWiOTg5O5OUlMSnq5fQ8R3dIOjU\nb3kuRVypXbcBVap7sGDWZAb4+fMoJpqlITN4s+M7FC2W88/TlChZmqYtX2X14rn4jp1CEVdXNn+6\nBgdHR156Ne3b/M1rl6lY2fyLeVYcHBzo1KUrIbNn4uzsQlKShqWL59P9g16A7se0AVxd3WjQoCE1\nPGoybdJ4xvhPJCY6mlmBU+na7T2KF9cNis+urLLuxl8u3NyKYm1jbeiZLF++Aq+9/gYzpk1i8rQZ\n2NraMWvGVF5q2YpyFpxc81MmpVYtSpUuw4xpkxg9bgIajYZ5wbNo3LQZtb0t2z8dHBzo9HZX5gYF\n4hzkQpJGw9LFC7LMVd+nIR5KTaZO8mfs+ElER0cxa8Y0unbrnpYrm7LMWT8pScP8kDkMHzGau3fv\nEDw7kKHDRlDIgls9Dg4OdHn7HWbPmoGz81ySkpJYvHA+H/TSPTSR2ivk6uZGA32dJk0Yh//EyURH\nRREYMJVu73Y3PBySXVnPUn7aB3Oab2muzl26EhwUiLOLCxqNhqWLFtCjZxa59NtryiR/xun3oZnT\n9fuQfntlV5Y562eVq6KFuewdHHizYxeWzgsyfL5rly+i63u6hzIfxerO7UVcXfGu70O1Ggqzp09i\n2OjxxERHs2D2dDp06Uax4pnrlFFUZARL58/mf6+/SbtOXYlK1yBzdilCrdreKLW8mBs4Bd9R/hSy\nsmLl4nl41PKiTj2fbErOzM7egVfe6MSny+ZS2H8G2iQNWzYs443Ouj/o8Vh/zXIu4krNOg2oWLUG\nK+YG0GfIaB7FxrBuURCvtXsbt6LFuXFVZcfmT2j/Tk/qNmxKTFRavV1c3fCs60M1xZOlsyfRe/Bo\n4uL+4cu1S3ilbQfsHRwoVcadsIf3+HzVQjp068XVS+fZ8eV6RkyZY1EmkX8Uym5QsKIo54GWqqpG\nZZheAvhNVdU6Ob3BD+fCTL6BNknDjvWLOXVwHzY2tjR69U3a9RyElZUVy6fqfpB26IylgO7J8p0b\nFnPl7HGsrK1p2Kot7XoOMjwYlNP8f2Ki2LVxGZdPH4OnT/Go14jOHw3HuUjmv3wQOKgbr3TsbvIv\n+XiUNP20cpJGw+olwezftxdbW1tav9mRPgP9sLKyYvxw3Q/XzlmyHoCI8FDWLAnh9PHDWFvb8Grb\ndvQZ6JflX6Do++6bdHmvt9Ff8omPj+OzNUv5e/8+EhMS8PJuwEC/cZQum3ax8PftS6069egzcLjJ\nOqcq42p67Gtqo2fvT7uxs7WjfafODPMbjZWVFQM+1l2c16z/DNA9tTpvrm4clLWNNW+168iwEaMM\nDzxlV1ZGX23+ki8+22D0F0USExJYtGAue/fsJuVJCi+/8j/GjZ9s0VPk+S3T/Xv3WDhvDsePHeXJ\n0ye8/Mr/GD1uAkWKuGZaH8i2gabRaAiZM9NQlw6dujBshD5XX92Fec2Gz9NyBc/iiD5Xu/YdGTZi\ntFEuU2WZs/69u3cJmjmN0ydPUqxYMXr2/oh3u39gsu421lnn0mg0BAfN5Kc9P2JrZ0enTl3wGzUG\nKysrPu6jy7T+U12m0NBQ5s6exeHDf2NjbU27Dp0YMXK04aGM7MrK6M02/+PDPn1N/iWf3j17UL+B\nT7Z/yUeb/MTkvPy0D1oyH8DKKvt9cO7smfz8025s7XT7zXD9ftP/I932WvtJ2j4YEjyLI4fS9qHh\nI433QVNlmbN+els2fcHnGzeY/Es+MfGmHyZJ0mhYOn82v//yE7Z2drRt14n+Q0dgZWXFyMEfAbBw\n5SeA7tb/8gXBnDh2CGtrG9q82Z7+Q0dmeW7v0bkt737Q2/CXfH7Y9Q3zgwKyrMOs+cto1uJloiIj\nWLVkHscP/81ToGGTZgwd6Y+rib9mFhqbaDpXkoaNy+fx9x8/Y2trR6vX29PjY91f25oxRvcj8lPn\nrQYgKiKMjSvmc/7UUaysrWnZ+i16fOyLja0tX32ykp2bN2T5HnNXb6ZCleo8io1h44p5nDi0Hxtb\nW1q0fpP3Px5mODZvXFX5ZFkwt69doUSZsnTt2Z9mL5v+dZcGlYo890GJji/PyLsnhc2Q8MfU557Z\nXDk1MPsCAcAu4A7wFHAHOgIzVFXdmNMbZNfALKiya2AWZNk1MEX+YkkPYEFiqoFZkGXXwCzIsmtg\nFlTZNTALsuwamAWZNDDzt2xv6KuqugF4C3gAVAGqAxFAZ3Mal0IIIYQQ4v+fHH9oXVXVc4qi2ADl\n0T9Frqrq2f+8ZkIIIYQQ+dkL2JOfV3L6mSIF2AY4AffQ/eUnd0VRUoB3VFU9nd36QgghhBDi/5+c\nejA3AmNVVd2TfqKiKG2BtUDj/6piQgghhBD5WgH76aBnKadPxiVj4xJAVdWfgGf7Zy+EEEIIIUSB\nkFMDM0JRlPcyTlQU5V10D/sIIYQQQvz/JH8q0qScbpF/DHypKMpq4D5pP1N0BejxH9dNCCGEEEIU\nQNk2MFVVvQo0URTFHaiArsfztqqq97JbTwghhBDihSdjME3K8WeKFEVpCPQk3c8UKYqyQ1XVA/91\n5YQQQgghRMGTbdNbUZSBwOdANLAb+BmIBdYoijLyv6+eEEIIIUQ+JWMwTcqpB3M00FhV1Zj0ExVF\nWQIcBhb+VxUTQgghhBAFU04NzBR0PZYZ/QO8mH+0VQghhBDCHDIG06ScGph7gO8URfkEuEPaU+R9\ngb3/cd2EEEIIIUQBZM4t8kHAQNI9RQ7sAlb+t1UTQgghhMjHCti4yGcpp58pegKs0P8TQgghhBAi\nR9k2MBVFGZXdfFVVF+RtdYQQQgghCggZg2lSTrfIvYGuwNdAxn7gp/9JjYQQQgghRIGW0y3yPoqi\nVAD2qqq65RnVSQghhBBCFGDm9O0OBV76rysihBBCCFGgyA+tm5Tjn4pUVfUSMOwZ1EUIIYQQQrwA\ncmxgCiGEEEKILMhDPibJJyOEEEIIIfKU9GAKIYQQQuRGARsX+Sz95w1Mj5Iu//VbPHM3o+KedxX+\nE66FX7zvG3Y2L2YnvfULek5LefK8a5D3rK1ezI2lSX7xNtaLuaVe3H1Q5G8vXotCCCGEEOJZkDGY\nJsknI4QQQggh8pT0YAohhBBC5Ib0YJokn4wQQgghhMhT0oMphBBCCJEb8hS5SdKDKYQQQggh8pT0\nYAohhBBC5IaMwTRJPhkhhBBCCJGnpAdTCCGEECI3ZAymSdKDKYQQQggh8pQ0MIUQQgghRJ6SW+RC\nCCGEELkhD/mYJJ+MEEIIIYTIU9KDKYQQQgiRG/KQj0nSgymEEEIIIfKU9GAKIYQQQuRCIenBNEl6\nMIUQQgghRJ6SHkwhhBBCiFyQHkzTpAdTCCGEEELkqefag5mcrGXt0nn8+eseANq060zvAcOxtrbO\ntOy9O7dYvTiYi2dP4eBYmNZvdKBnvyHY2NgaLff06VOmjR1Ko2at6NC1u2G6Vqvl87VL+f2X3WgS\nE6hTryEDho+jVBl3zpw8ykS//lnWceTEQFq/0cHsTCnJyXyzYTHH9v8CQPPW7enYaxBWWWQKvXeb\nbesWcf3iGewdC9Pk1Tdp/35/rG1szJp//dJZFowfZFSmnYMjC7bo3jshPo7t65dw9ugBADx9mvL2\nR8NxLuJqdp5Uyclals6fyy97fwSgXce3Geg7IsttdfvWTRbPm83Z0ydxdCzMm+070W+wr2Fb5VTW\no9hYFs0L4sjBv7CxtaVDl6581H8IVla670Nxjx+zdEEwB/78HYBmL7XEd+Q4XN3cLMuk1bJwXjB7\n9/wAQMfOXRkyfKTJTPODgzhz6gSOhQvTrkNnBg4Zho2trVllpaSksGr5Yr7ftYMkTRJNX2rBuAlT\nMtX56dOnjBg6kBatXqZb9w8sypM+1/yQOezdra9Ll674+o3KMtetmzeYNyeI0/pc7Tt2ZvDQ4Ua5\nzC1r+eKF7Nn9Pd/t+TVXdcmOVqtl/tzZ/KQvp9Pb7zAsm0xz58zi9MkTFC7spMvkOxxbfaacyvq3\n6+cm1x59WZ3NyHUqXb2GZFEvU2WFPnzIvLmzOXb0MNbWNrRo2YpRY/wp4qo7HyTExzM/ZA4/7/0J\nK6tCvPb6G4wZNwF7e3uLcyVrtSyan3Y8dOjclSHDTB9bC+amHVtvtc98bGVXVkpKCquXL+b7b/XH\nVvMWjM3i2AJYuXQhP+3+gZ0//mJ5pmQtyxfOZd/e3QC82fFt+g/xyzLTnds3WTp/DufO6M6Bbdt1\npO9A3yyvV/4jBtOsRSu6dHvfMP2fR7GsXraQvw/8gVabRL0GjfAdNZ5SpctYVL55uZLZuHI+f+3b\nC8D/3uzI+x/7ZnnNun/3Fp8sm4d6/jQOjo683KY97300GBv9NSkyPJSNKxdw/tQxrKxtqN+4OR8O\nGomzS5FMZS2eNYnoyHACFqwxTIuKCGfDsrmcP3UMO3t7mrZ6jQ/6+WJn72BxrmdGOjBNeq4NzI2r\nl3LiyEGmBS8lMSGe+TMnU7iwM917Gzf2kpO1TB0zBMWzDovWbSYyIowFMydjbWNDr35DDculpKSw\natEcThw5SKNmrYzK2LJxDX/v/w3/gLm4FCnCumXzmTlpJEvWf0Wt2vX4fIfxCeeLDSs4ffwIzVq+\nalGmXZ+v4uLJIwyeHIImMYHPFgXiUNiJN97tY7RcSnIyK2aMprKHJ+PmbyA2KoLPFgVibW1N+w8G\n5Dgf4OGdG7hXqoZvwEJDuYXS/ejr1tXzCbt/h6HTFgCwaUUwm5bPYcCE2RZlAli9bBFHDv3F3EUr\nSIiPJ3DqBJycnOndb6DRcsnJWsYMH4SnVx3Wfb6VyPAwZk6bgI2NDf0GDzOrrIlj/XgUE8PsBUux\nsrZm7sxpaBI1DPEbDcCC4JncuX2L+ctWAxAyK4DgmVMJmrfEokzLly7k0MEDLFi6ioT4OAImj8fJ\n2Zm+/Y0b7claLX5DBuBVx5uNm7cRHhZGwOTxWNvYMGjocLPKWrFkIbt/+JbA2SEUKeLKzIDJzJ4Z\nwJx5iwzvk5KSwrw5Mzl08AAtWr1sUZb0li3W1WXRslXEJ8QzdaI/Ts7O9BswOFOu4YN1uT7fso3w\n8HCmTfTHxsaGwb5+FpV18cJ5Ptu4gVKlSuWqLjlnWsDfB/9i8fLVJMTHM2WiP85OzvQbaFyOVqvF\nd1B/ant78+VX3xAeHsaUCbpMQ4b55VjWv13fUksXL+Dgwb9Ysnw18fqynJyc6Z9FrqH6em3S12uy\nvl5D9fXKrqyUlBRGDh+CW9GirF63kaQkDUGBAUyZ5M/iZasAmDZlIlevXmH5qrUkJyczcfwYHB0d\nGTXG3+JcK1KPhyWriI+PY/qU8Tg5ZX1sjRg6AK/a3ny6aRvh4WFMnzweGxsbBuqPrZzKWrF0IXt+\n+JYZQSEUcdUdW3NmBjA73bEFcOnCeb747BNKljTeR821dvlijh46yOwFy0lIiCcoYCJOTk706pv5\nHOjvN4haXt6s3vgVkeHhBAVMwMbahr6DhhmWS0lJYcm8II4e+otmLYyvV8GBUwgLfUjg3MU4ODiw\ncsl8Jo0ZxqpPt/D06ROzyjfXpvXLOH3sEONnLSIxIZ5lwVNxLOxE1579MuRKJmj8cKrX8mLOys+J\njghnWfA0rG1s6P7RYJ6kpDB36miKFHFj6rxVaJM0rF08h2XB0xg/c6FRWUf/+p2/fvsJT+8GRtMX\nzZyAY2EnAhev559HsSwPDqBQoUL0GTLa4lzi+Xtut8iTNBp+3LWVfkNHU9PLm3oNm9Jn4HC+376Z\nJ0+eGC0bGR6GR00vfMdMplyFSnjXb8RLr7bh3KnjhmUe3r/LhOEfc/zwAZycXTK93+G//qBNu854\nedenYuVq9Og9gOtXVB7FxmBra0vR4iUM/yIjwvjlx28ZNSmQwk7OZmfSJmk4sGcHXT7ypYpSm5p1\nG9Gx1yD++GFbpkwxkeFUql6T7oPHUbpcRTzqNKD+S69y5fwps+YDPLhzkzIVKlOkaHHDPxe3oob5\nZ48e4NUO71KhmkKFagr/69gd9fRRs/Ok0mg07Ny2laEjxuJVpy4NmzRj0LCRfLP1y0y5wsPCqOXp\nxdiJ06hYqTL1GzbmldZtOXXimFllqZcucPrEMSbPmE2duvXxqu3NuEkBbNvyBQkJ8QD89efvvNuj\nF0pNT5Sanrz3QW+OHTlkcabtW7/Cb/Q46njXpXHT5gwdPoqtmzNnCgsLw9OrNuMnB1CxUmV8GjWm\ndZu2nDx+1KyyHj9+zNbNXzBu4lQaNm6KR81aDB89jutXr5Cs1QJw7+4dBn3cm78P7Mcli2/7luTa\ntnULI0b7U6duPZo0bc4wv9Fs3WQiV+3aTJw6nUqVq9CwUWNav96WE8eOWlSWVptEwOQJ1K1bL9d1\nySnT11u3MGqMP95169GkWXOGjRjFlk1fZLH/heJZuw6Tps7QZ2rCa6+35Xi6TNmV9W/Xt0TGsprm\nkMurdh0mm1mvjGVdunSBixcvMGPWHDwUhdp1vBk3YTJ//vE7/zx6xM0b1/l57x6C5oRQu4439eo3\nYPDQ4Zw/d9aiTKl12f71VwwfNY7a+uNhyLBRfL0li30wPIxa6Y+tho3532sZjq1syop7/JivN3/B\n2An6Y0uphd+ocVy/lnZsgW4fDZw2EW9v433UXEkaDd9u38pgvzF41qmLT+Nm9B86gh1bN2XKFBEW\nhuJZm1Hjp1KhYmXq+TTi5davc/rkMcMy9+/dYcSgjzj89wGcXYyvV7Ex0fz152+MGDsJz9reVK3u\nwbjJM7h6+RI3rl0xq3yzcyVp+Pm7bXw4cAQennXw9mnC+/2GsWfn1ky5oiLCqKZ4MmDERNzLV8Kr\nXkOatmrNxTMnALhxVeXGlUsM9Q+gUtUaVK9Zm4+GjuHEof3EPf7HUM7jR7GsWxKM4lXXqPzH/zzi\n0rlTdO35MeUrVaVWnfr8761OnD1xxOJcz1KhQoWe6b+C5Lk1MK9fVdEkJuJVN+0bjFddH2Kio3hw\n747RsqXLlsN/+lxDY+/6VZVD+3+jXsMmhmUunT9D5Wo1WLxuC07OmRuFRVzd+PvPX4mOjCBJo+GX\nPd9Sxr18lo3RDSsX0eLV1/CsU9+iTHdvXCFJk0h1z7STWHWvevwTG03Ew3tGyxYvXZa+YwNxLOxk\nWPfM4f3UrNvQrPkAD+/cpHS5iibr4+ziytE/95IQ95iE+DiO7f+ZCtVqWpQJ4OrlSyQmJlC3gY9h\nWt36PkRHRXHvrvG2Kutejumz5xu2wdXLl9j/xz58Gjc1q6z7d+9gb++AR81ahvnVayhotVouXTgP\ngKubG3v3fM/jx/8Q9/gxP+/5AaWmp0WZLqu6etRvkPZ51vdpSHRUJHfv3DZa1r1cOWbNXYCzPtNl\n9RJ//PYrjZo0M6usUyeOU8jKihYt03olGzZqwtadPxhuA547c5oaNTzYuGWb4X1y4/KliyQmJtDA\nx7guUSZyzQ5ZaJxr3680btrMorLWrlpBhYoVaf36G7muS3bUSxdJTDAup4FPIxOZyhM8zzjT7/t+\npYk+U05l/dv1LZFalk+6snz0Zd3JIZdqol6myipXrjzLVq6lRImSaYXqr1WaJA2HD/1NhYqVqFkr\n7Tjq0LEz6z/9wqJMAFdSjwcfM44t93LMCl5gOF9cUS/x5+9px1ZOZZ06mfnY8mnUhK92pB1bAOvX\nrKR8hYr8r01bi/NAuvNW/Qznrego7mc4B5ZxL8e0WfPSnQNV/vpjHw0aNTUsc+HcGarW8GDNxq2Z\nrkF29vbMWbiC6kraOTB1eFCSRmNW+ea6efUymsREaqXrSfSsU5/YmChC7981WrZUGXdGTpltuA7f\nvHaZo3/9QZ0GjQ3zJwYtwa1YCcM6qQ0ibZLGMG3D8nk0e/k1anjWyZTb3sGR3/Z8R1KShpioCI4e\n+J2qHrUQBdNzu0UeGR6GvYOD0diMosWLG+aVq1Apy/WGfPg2t29ep7riSad3exqmv9LmLV5p85bJ\n9+vnO5rZU8bQq8trWFlb4+zsQvDSDZnGz1w6f4azJ4+y8vMdFmeKiQzHzt6BwulOGEXciuvnhVHK\nvUKW680c9gEP79ykQjWFVzu+Z/b8h3duYmtrx+wRvXn8KIbqXvV4+6NhuOoP8B5D/Nm4aAbjeuou\n/MVLlWXUnFUW5woPC8PBwdGoZ6148RL6eaFUqJj1tur1biduXr+GUsuT997/0KyyihUvgUaTSExM\nNG763tiHD+8DEBMdDcDYSQEEThnPW682B3SN2hXrLbsQhoeF6upRJK0exfT1CAsLpWKlylmu1/3t\nDty4fo2anl706NnbrLLu3rlNmTJlObD/D9atWk5MdDRNX2rBiNH+ht6Ltm+1p+1b7S3KkJWw1M83\nXV2Kl9DXJdR0rne7tOf6tWvU8vTi/V59zC7r0oXz7Nj2NZu/2cmvP+/Nk7pkFB4WioNj1uWEhj40\nWc47ndtz/dpVanl68cGH6baVmWX92/VzEpZNWWGhD6lkoqyu6erVU18vc8p6qUVLo3K+/GwjFStV\nokSJkty5fZsKFSqwbesWvvx8I5okDa+1aYvv8JHY2dmZnclQlwzHeLF0x7ipz6hHV/2xVcuL7j3T\n5cqmrPTH1vrV+mOreQv80h1bly5eYNc3X/PF1h3s+2Vv5jc2Q3i4bl9Of70qViytHuVNnAP7dO/M\nrRvX8KjpSbceHxqmv9a2Ha+1bZflOo6OhWnS3Hhbfb3pM5ycXahWQzGrfHNFReiuw+kbuW7F9Nfh\niDDKls+6A2PUx+9y99Z1qnrUol1X3dhRF1c36jVubrTcD99somy5ioZG57GDf3Dl4lnmrdnCVxuN\nr0V2dvYMHDmJdUvmsG/PLp4+eUI1xZOPh1k+RONZKmi9is+SWT2YiqLUUxSlvaIobyqKUifnNXKm\n0SRiZ2c8eNzWVnci02qTTK43atIsZi5cTZImkZkTR5r9fg/v3aWIqxvTgpcyd9knVKtRkznTxpGY\nmGC03A87t9KwWUvKV6xsfhg9rUaDTYaTcfqB6qb0HjGVYdMXo03SsCZoglnzNQnxREeEkpys5f2h\n4+k9chpRYQ9ZPn0UKcnJgO4hoVLuFRk2YwnDZizB0cmFjQtn8PTpU4tyJSYmYGdvnMtWn1ObZHpb\nTZ4xm4Ur1qHRaJgwZrhZZXnW9qZ8hYrMmzWdfx7FEhsTw7IFIVhb25CcrPsM79y6ScVKlVm8cj2L\nV67H2aUIgVPHW5QrMTExUz3szMgUMCuYZavXo0lMZNxIX7PKio+PIzw8jPWrVzBijD8zZoegXrzA\n5PFjzK6vuRITE7A3UZekbHLNmBXMijUb0GgSGeOXmiv7srTaJAKmTMRv1FjjnrF/WZeMEhITsbcz\nVY7p4yowKJiVaz9Bo9EwSp/JkrL+7fo5ScxlWTODglmVoV6WlvXJ+rX8+stexvpPAiAuPo4zZ07z\n054fCQgMYsKkafzy80/Mm2v5eG1NNsdDdtt92sxglq5aj0aTiP8oX7PKiovTHVsb1qzAb7Q/04NC\nUC9dYMoE3bGVemvcd8QYimexj1qUyc7EeSub69XEgCDmLVuLRqNh8ji/XL33vr27+XrzZwz0HYm9\ng/HDLv+2/CRNIra2xtdhG/11ODmbbeU7fgZT5q4gSaMhZFrW57GdWz7l8P599BmqGz/5+J9HrF08\nh0GjJmfKkeru7RvU8q5P4KL1jJ+5iMePYvlkeYjFuUT+kG0PpqIoCrANcAbuorup4q4oSgrwjqqq\np3P7xnb29pkOzNTX9tk8MZZ628Bv/HRGD+rFzetXqVy1erbvFR/3mIVBU5g0awH1GupuI0wInMdH\n3d7gwG97ee3NTvr313Loz334jQ/IVSZbe/tMDcnU19k9BVehmu5bac9hk5g3rj/3b13HvVLVHOeH\nfPkTdg4OWFvrNmP/CbOZ1LcTl8+doERpd75et5ApyzYZek77jw9i2sB3uHLuJB51GmAue3uHTI2u\n1NemThSA4bb1hKkzGdinB9evXsmxLFtbW2aGLCJg4ljatW6Bg6MjH/UfjHrpPIWdnLh39zaLQoL4\nYtt3hp7TWSGLeLdjW04dP0r9ho3NzGSfqR6pFz8HB0eT66XeQpwyfRZ9e3Xn2tUrOZZlY2NDfFwc\nUwNnU8NDty0nT5/Jh93f4c7tWyZ7gHPD3t4hU4MirS6mt1VNTy8Aps4Ios8H73H1yuUcy1q3eiWl\nSpWmfafOeVqXjBzs7XNVTi19poDAID58/12uXrlsUVn/dv2c2P/LXNMDg+ilr5clZa1ZtYKVy5cw\nfuIUWrTUPVxiY2NDYkICIQsWG+4caLUTGDd6BGPGTbCoF/PfHluTp8/iYwuPrSkz0o6tSQEz6d1D\nd2z9+N0uSpYsRbuOWe+jlmRKyni9MuMc6KE/B/pPCWRI3/e5ce0KVarVMPt993y/k5CgALq935sO\nXbrleflZXYeT9a/tsslVtYZuqNWQsVOZ6NuH2zeuUrFK2nV42xfr2PrpKvoOG0f9xi8B8MnyEBo2\na4VXvYZZlnnu1DF++GYTq7fsprD+9r9D4cIEjBpA1w8+plTZcmbnepakB9O0nHowNwJjVVWtoqpq\nS1VVW6iqWhXwBdb+mzcuUbI0iQkJxMfHGaZFR0YAUDzDU36REWEc/HOf0bRK+kblo9joHN/rzq0b\nJCTEU6lq2oFX2MkZ9/KVeHg/bWzk+dPHSUlJoWHTllkVkyO34iVJSkwgMSEt06NoXSbXdONSAGKi\nwjl96A+jaamNysePYgC3gY0AACAASURBVHKcD+Do5GxoXAIUcSuGk0sRYiPDuXNNxcbG1ui2fLFS\nZXAq4kpk6H2LcpUqXZqEhATi49JyRUaEA1Ayw1PDEeFh/Pmb8RP5VavrtlVsTLRZZVWr7sHnW3ex\n66ff+e7n/XR+5z2io6JwL1cB9eIFbG3tjBplZcq64+pWlPv3jMcMZZ+pDAkJCcSZkSk8LIzf9xln\nqlZdty/FREfnWFYJ/f5cpWo1w/xKlXXb8uEDy7ZFTkqXLk1CQrxRXSL0dSlVurTRsuFhYfz2689G\n06qn5oqJybGs3d9/x7Gjh2nZxIeWTXxYNC+Yhw8e0LKJDyePH7OoLtnRfb7xxMU9Tisn3FSmUPZl\nyGTYVjHROZb1b9e3RGkLygrLoV7mlhUSHMSqFUuZOCWA93qk/QxWyZKlKF68hKFxCVC5SlVSUlII\nDX1oUa5/fWxVy/h5my6rZA7H1p4fv+PEsSO82tyHV5v7sGTBXEIfPuDV5j6GBw/NUbKU/nqVvh6R\nunqUKGm8rSLCw9j/+69G06pUSz0Hxpj9nl9v/ozgwCl07/kRg4aNyvPyAYqVKI0mMYGELK7DxUoY\nb6uoiHCOHPjNaFqFyrr3/Sc27X0/XTGfrzeupp/feN7o9K5h+v5fdvPHz9/Tq31LerVvye4dW7h4\n7hS92rckIvQh19TzlChV2tC4BKjmoWtAhz3M2/OkeDZyamC6qKq6J+NEVVV/Akx/FTVDleoe2Ds4\ncP70CcO086dP4FasOGXLGY9VvHPrBrOnjCYiLNQw7cql81hZWVEhXU+fKakN1pvXLhumJWk0hD64\nR1n38oZpF8+fobpSCwfH3EUrV7kGdvYOXDuf1rF79cJpXNyKUbJseaNlQ+/cYl3wJKIjwgzTbl25\nSCErK8pUqJzj/JuXzzO6+2tEhj4wzI8Kf8jj2BjKVKiMa/GSaJM0hN3/P/buOjyK62vg+JeNC3Es\nuIQJCRAkeEuhUCgOpUBbvLi7uyVACASCa3FrqVKh8qMUiksgyCJBgsYTiOzG3j92s2SJU1pK3/N5\nnn1aRu7ck9mze/fOvTPPB6DHxUQR/zQOl+IF+yVYyU3B0tKKoPPPZ+0HXTiHk7MzJV8Yo3PndgjT\nJ44hLNOX0tXLwahUKsqWr5BnWU/jYhnWvxePHz3E0ckZCwsLjh05jLNLEcqVr4BLkaJoNEmE3rv7\nPO7ICOJiY3Atlf0Y1+y4VdbVI/OXzIVzZ3FydqZU6RdjusXkcaOMvmiv6GMqV6FCnmV51dBNFlNf\nvWJYf/vWTQBKFqDO+YpLccfS0orzmety9izOzi5Z4rodcouJY0fx5PHzuC5fvoRKpaJ8hQp5lrVu\n81b2HviGXfsPsGv/Afr0G0iRIkXZtf8AVTyrFqguuamsuGNpZcX5s8/fM+fPncHZ2YXSL5QTEhLC\nhDEjjWK6EqyPqXzFPMv6q/sXREZZ5zKVdS6Hsm6HhDD+hXpdzqZeuZW1euUK9uzawex5PnTp+pFR\n+TVq1iIiIpzw8OefNxk9iNkNf8hNJX0+BOUzt6aMH2X0eWHIrfIV8iyrekZuXcs+t1Zv+Iyd+79m\n254DbNtzgF6fDsClSFG27TmAu0fVfMdUUf+5dTHTnUsuXjiHo5Nzlhy+eyeEWZPHEJ4ppmtXdDGV\nKVc+X8f7/psvWR3gx6eDhjNgqPGl71dRfoZyFd2wsLTk6qXzhmVXgy9g7+hMcVfj76wH927jP2ci\nkeHPv4dvqS9TSKWiZFndcfd+tpYfvtrLkAmzaNHuQ6P9V2z9kiXr9+C3bhd+63bxznttqFi5Cn7r\nduHo4oKTS1GePHpAkv5uIQChd24BUOyFuog3Q16TfCIURemmVqv3Zl6oKEpXIOKvHNjCwpIWbTqx\nNmAhNra2aLVaPlu3gvYf6gYMP42LBaCwnT1VvWpRvlJlli6YzsBRk4iLiSbQby6t2n+Io35Acm5c\nihSj/ttNWbd8McMnzMDO3p7dn63H0sqKRk3fM2x359Z1ypSrmEtJuTO3sKBB87bs27CMXja2pGi1\nfLN9LU3a6i5txD+NA8CmsB2VPGtQslwlti+fx4f9x/AsLprdqxfzVsuOup5IW7tc11vbFMbBpSg7\nV/rQud8okrVaPt+4DMXLm3KVPUlLTaVMJXd2BPrwYb9RFFKp+HJLIGUqulPRwyu3MLKwsLSkTYdO\nLPPzMZyrtYHL+PAj3SSruFjdubKzt6dGrdpUclNYMGsqo8ZPISYmGr8Fs+nQuathcH5uZRW2s0er\n1RC4dBGDR4zl4YP7BCz2YcDQkRQqVAjPal64e3jiO2c6o8ZPplAhFasC/FCqeBrN8MyLpaUl7Tt9\nwJKFC7C1LYxWq2HViqV0+6QnALH6X+T29g7UrOWNW2WFOdOnMG7SVKKjo/CdO4tOH3YzTFDKrayS\npUrT7L2WzJ89nakz52JqZobvvFk0fKsxriVf7QenpaUlHT7ojJ/PfGx9CqPVaAhc7s9H3bPGVau2\nN26KO7OmTWb85KnEREezYO5MOnd5HlduZZVwNf6h4uDoiImpiVHvcm77FySmjp06s8hnHraFC6PR\naAgMWMrHPbKPqbLizoxpk5g4eRrR0VHMnzOLzl0+Mkx6ya2sv7r/y8ZV+CXimjdnFh9mU6/syrp2\n9QqbNqylV+9PadjoLUNPMoCDgyPederi4VmVKRPHMWHyNJ7GxRGw1I8OHTtjVcAf3JaWlrTr+AFL\nFi1gVmHdeV8duJRuH+eSWzOmMHbiVGKio/CdZ5xbuZWVkVsLZk9nyoy5mJmZ4Ts/59xycHDExMSk\nwMNSLCwtadW+EyuW+GCjz/ENqwLo3C3rZ6BXzdpUdFPwnTONEeMmExMdjb/vHNp16mL4DMxNVGQE\ngf6+vNuiFW06dCYq8vlXrW1hu79cfmbmFpY0fb8DmwP9sLaxJVmrZdfGQFp30v0Aeab/Hra1s6dK\n9VqUreDGykWz6DtsPHGxMaxftoD32nbGwdGZ2zeucWDXZtp16UEN7/rERD2vd2F7B4q/0HFkbVsY\nc3MLw3LvBo1xcHQmcOFMPuo7hIT4Z2xcvpD6jZtRpFiJAsX1T5JL5DkrlNvECEVRKgE7AQV4CKQD\nrsAN4GO1Wn0rrwPceJKY4wG0Gg3rVizij98OYWZmRrNW7ekzaBQqlYrJI/sBsHDFJgAiwp+wfoUf\nQWd1T6Fo2rINfQaNMjzFIrNPu7aiU7feRk/ySUiIZ9v6QI7/8RtJiYl4Vq/FoFETKZZpXMek4Z9S\npVoN+gwamWtMd6Lic1yXrNWwf0MA5479iqmZGfWbtqZ9ryGoVCoCpukGro9esBLQzTr/fGMA6otn\nMTExoU6TlnToOcQwMSiv9ZFPHnFgywpuBJ8nPS2davXe4sN+o7C21c10jIuJ4sstgVy7cJp00qlS\noy6d+43C1i77J954lcr5CT8ajYblS3z57dCPmJmb06ptBwaPGINKpWLEwD4ABK7/DNBdply+ZCFn\nT5/ExMSElq3bMXjEGMO5yq0sgIcP7rPEdy7BQedxcHLmo+69+aDrx4a6REVGsDLAjzMnj5OeDnXq\nN2DkuMlGl/cymJvm3Emv0WjwX+TDL4d+wNzMnDbtOzJs1FhUKhVD+ulmsa7ZtBXQzXpe6ufLmZMn\nMDE1oVWb9gwbNcYwMS23sgCSEhNZsdSPn3/6ntS0NBo3eZfxk6ZluQceQMdWzeneu2+uT/IxUeX8\noabRaFiycAGHftLVpW2HjowYPQ6VSsXAT3UzTddv3maIa8kiH07r42rdtj0jRo81iiunsl60d/dO\ndmzdbPQkn4LsD6DK4cNao9Gw2Hc+P//0A2bm5rTr0ImR+nIG9NU1NjZs2W6IyW/RAk6d0MXUpm17\nRo4ZZxRTTmW9iv1flNvXT0ZZh/Rltc9UVn99XBszxbX4hXqNyqZe2ZW1akUAGzdkfweJ/Qe+oZJb\nZaKjo1nsO58jv/8Pc3NzWrdtz6gx43Mcf6lJyfm+nxqNhqWLn+dD6/YdGTZSn1v99bm1UZ9bYU9Y\nttiXM6dOYGJiwvvZ5FZOZYE+t5b58UtGbr3zLuNyyK39e3ayc9uWHJ/kk6hNzTEmrUbDCn9fDv/y\nE2bm5rRs04GBw0ajUqkYPaQvAAFrtgC6z8CVSxdx7swJTExMea9VWwYOG5Pt99VHHVvSrXtvw5N8\nDn79BUt8ZmdbBx//lTR4650ClQ8Q/lST7XLQ3Qtzy8ol/Hn4EGbm5jRp0ZZP+o9ApVIxe6zuoR4Z\nT9uJighjy6olBJ8/jcrEhMbNW9O9v+6pS3s2r+bArs3ZHmPJhj1GYzQBtq0LIER9xehJPo8f3mfr\nGn+uBQdhYWFJ3UZN+KT/iByvKnqVLvzaW3f2H28v2KzZvyh2d8/XHnN+5drAzKAoiitQGt0l9Xtq\ntfpBHrsY5NbAfFPl1sB8k+XWwHxT5dbAfJPl1sB8k+XUwHyT/fci0smtgfmmyq2B+SbLrYH5JvtX\nNDA/+YcbmLvenAZmnvfBVBTFG+gBlAJSgfuKonypVquP/t2VE0IIIYQQb55cu3cURRkEbAeigR+A\nn4FYYL2iKPm/CaUQQgghxH+MPCoyZ3n1YI4D6qrVaqN7HyiKsgI4CSzLdi8hhBBCCPH/Vl4NzFR0\nPZYvegoU7LEVQgghhBD/IW9ar+I/Ka8G5k/At4qibAFCeT6L/FN0l8uFEEIIIYQwklcDcywwCBiK\nrmGpAu4BXwHZ3/NCCCGEEOL/AenBzFleDUw74F2gEWAORAHOwFX9vv/NezoIIYQQQrxhFEVpA/gC\nFsBFoJ9arY7LYduOwHa1Wl0407IpQG90bbwdwBy1Wp2uKEoRYBtQFkgDBqrV6j9zq0teNwlcha63\n0gkYAUwHqgMmwMo89hVCCCGE+M/6N80i1zcCtwCd1Wq1AoQAC3PY1g1YQqZb9SqK0hroCtQGqgJN\ngS761auAP9RqtQe6W1fuVxTFOrf65NXArKJWq3eq1eoEtVq9CvhUrVY/VKvVw4C38thXCCGEEEL8\nM1oAp9Vq9Q39v9cA3RVFMWqZ6huGO9ANg8ysE7BLrVbHq9XqJHSN1R6KopgCbYENAGq1+gK6Jzq+\nn1tl8mpgWiuKUkJfodLoei5RFKUwugk/QgghhBD/PxX6h1+5K41uQnaG++iGOr743NR1+tfFfOxf\nCnABVGq1OjybdTnKzyXyk4qibAb+AFYqilIRuIJcIhdCCCGE+LdQkX3nn2G+jKIoQ4EUtVqd3YPj\nX9y/kH7f7MrNWJejXCf5qNXqQEVRgoFawGa1Wn1UURRboJlarb6e275CCCGEEP9l/7JZ5PeAepn+\nXRKIVqvV8ZmW9UF3dfoCusnbVvr/b63f3zXTtq7oeirDgEKKojip1eqoF9blKM9nkavV6v8B/8v0\n72eANC6FEEIIIf49DgH+iqK46cdhDga+zryBWq2um/H/iqKUA4LVanUN/b+/BmYpirIeSEHXGP1M\nrVanKIpyEBgILFQUpTrgARzOrTJ5XSIXQgghhBDZ+DfNIler1WFAX+BzRVGuAtWAcYqieOt7KfPa\n/1vgAHAKCAbOors1Eejuh95If1V7J9BTrVZn96TH53+b9PS/d67OjSeJ/7nJQHei4vPe6A3kVcr+\ndVfhlTM3/W/+hjJR/asuy7wyqn/X5aZX4r8XkY4mJe11V+GVS9T+N2/tHP5U87qr8LfwKl34tadX\nkb57/9E2TviWbq895vz6b377CiGEEEKI1ybPMZhCCCGEECKrf9kkn38V6cEUQgghhBCvlPRgCiGE\nEEK8DOnAzJH0YAohhBBCiFdKejCFEEIIIV6CjMHMmfRgCiGEEEKIV+pv78Esbm/xdx/iH2dv/d/s\n+N18+t7rrsIr1969+Ouuwt8iNiH5dVfhb+Fka/66qyDyKS3tP3eLY54mpbzuKvwtIhL/o/fBpPDr\nroL0YOZCejCFEEIIIcQr9d/sihNCCCGE+JtJD2bOpAdTCCGEEEK8UtKDKYQQQgjxEqQHM2fSgymE\nEEIIIV4p6cEUQgghhHgZ0oGZI+nBFEIIIYQQr5T0YAohhBBCvAQZg5kz6cEUQgghhBCvlDQwhRBC\nCCHEKyWXyIUQQgghXoJcIs+Z9GAKIYQQQohXSnowhRBCCCFegvRg5kx6MIUQQgghxCslPZhCCCGE\nEC9DOjBzJD2YQgghhBDilZIeTCGEEEKIlyBjMHMmPZhCCCGEEOKVkh5MIYQQQoiXID2YOXutDcyU\n5GT8/RZy6MeDALTv1JnhI8diYmKSZdu7d26zZJEPQRfOYWVtTdt2HRkybCSmZmYFLmvVimX8+MN3\nfPvDr4ZlqamprFm5nG+//hKNVkODhm8xaeoMHBwcCxZTSjKB/ov55dD3ALRp/wGDho/Oth737t5h\n+RJfLgWdx8rKmlZtO9B/yHBMTc3yVVZcbCwBS3w49ecxTM3MaNepM30HDEWl0nVMxz97RuDSRRw9\nchiABo3eZviYidg7OBQoJoC01BRO7l/P7TO/A+DWsAW1O/ZBpcoaV+yT+5zct44nt65gZmFJpfrN\nqdW+JyoT3dvtya0rfL9kvNE+phaW9Aw4oKt3dASnPl/PI/VFVCYmlPL0pk7n/ljYFAbgWVQYJ/as\n5vGNYCxs7PBs3gmPJu0KHFNKSjKbV/nzx28/AdC8VQd6DBiR7bl6EHqXTYGLuRochJWVNU1atuWT\nT4cYzlVE+BM2r/In+PwZTExMqFWvEX2HjsW2sB0AoXdC2LLaH/WVS1hZ29CoyXt80m8oFhaWhv3X\n+i/gctBZ7B2d6NZ7EE1bti1wTLq4Uti9YRknfj8EQOMW7enSeyiqbOJ6/OAeO9b6c/PqRSwsrWjU\nrA0f9ByEqalpvtZnSE9Px3/maGrUfYvm7bpkW6/DP3zJZysX8tnBky8ZVzIbV/rzx68/AtC8dUd6\nDcz5fK1fsZhrly5gaWXNu++3pXu/oc/PV9gTNq5cwqULuvNVu95b9Bv2/HzFP3vKmqU+nDlxFEtL\nS9p36cEHH/c2lJ/X+jcxputXg9m0yp+QG9ewd3CkdcduLxVTRlyZc6tZqw70zCW3NmbKraY55Nal\n8xlxGedWhmStlvFDetCj/3DqNGhsWH4tOIjJI/oabWtpacWeH44VMKYUdq5fxonDupgat2xPtz7D\nss2rR/fvsn2tPzeu6PLm7eZt6NxrsCFvosKfsGP9Mq5ePIuJiQle3o34ZMAobPQxRYQ9ZuuqxaiD\nz2NrZ0+rTp/wXvuuABzYsZ4vd27Mto7Ltn6DS9HiBYorNSWFr7YEcu6PXwCo17wNbbsPyjausIf3\n+HLjcm5fu4S5pRV1mrai9cf9MdHHldv6U799z+6VvtnWYfi8QCp61kCTlMjXW1YSdPx/FCqkwqth\nEzr2HYGZuUWBYhL/Dq+1gblyxTJOHD9KwMq1JCQkMHPaJGxsbOk/cIjRdinJyYwcOhDPatXZvvtz\nwsPDmTVtEqampgwZPqpAZV29cpltWzdTtGjRF+qylO+/+4b5vn7Y2dszd9Y0fObNZrH/8gLFtG5l\nAKdOHGNxwGoSExKYN3MKNja29O4/yDimlGTGjxyMh2c1Nm7fR2R4GPNnTcHU1JT+Q0bkq6ypE0YR\nFxOD79JAVCYmLJ4/C02ShqGjxgGwdNF8Qu/dxX/lOgD8Fsxm0fyZ+CxZUaCYAM589RkPrpyj+dA5\npGgSOfLZEswsranR+mOj7dJSUzgUOJMi5RXaT1lOQmwURz5bgsrEhFrtewEQ++gejiXL0WLEfMN+\nhQrpGsVpaan8umYuFrZ2vD/al9QULcd3reKPrf40Hzqb1ORkflo+FSs7R1qNXYTmWRx/bF9GoUKF\nqPJOwRpkOzas5MLp40z3XU5SYiLLfWZgbWNLl579jbZLSUlm3qThuFWpypJ1O4mODCfAZwampqZ8\n8ulQUlNT8Z02Bjt7B+YuXYtWq2XdMh+W+85gms9yEhPimTtpOFW9arNo9VaiIyNY5TeXlJRkBoyc\nBMCiGeNwdC7CotXbuBZ8gdX+8yhavASeXrULfK4+/2wVwedOMGb2UjSJiaz3n42VtQ3tP/r0hbhS\n8J8xigqKJ7OXbyU6MpwN/rMxMTWhc8/Bea7PkJaayva1Swg+d4Iadd/Ktk6R4U/YuzmwwLFktm19\nIOdP/cmMhStISkxg2YIZWNvY0K3XgBfiSmb2hGFUrlKVpRt2ERURzrIF0zExNaVHv2GkpqayQH++\n5i9bR7JWy5qlPixbMIMZC3X5Hrh4DhHhYfiu2MjD+/dYsXA2js4uNG3RJl/r37SY4mKimT1hGM3e\nb8foKXMJvROC//xp2NrZ0aJNpwKfq+0bVnI+U24F6HOraza5NXfScCpXqYr/up1E6XPLxNSU7vrc\n8tHHNU+fW2uX+RDgO4PpPs8/mzWaJPznTeVuyM0sdQm9G0LZCpWY7bfasCzj86Yg9m1ZxaWzJxg3\nZxlJSYms9ZuFlbUNHT/u90JMKfjNGEVFpSpzV2wlJiqCtX6zMDE15cNeg0lLTWXZ3AkUtrNnysLV\nJGu1fLZyEWuXzGbcnKUka7UsmjoMe0dnpi1ex9O4GDYsnUshlYrmbT+kdecevNv6A8Px0tPT8Zsx\niuKuZQrcuAT4bsc6rl04xYBpi9EkJbJz+TwsrWxo0cX4x0VqSgrr5o2nrJsHY5dsJC4qkp3L52Ni\nYkrrT/rnub5Go2a416xnVObulb4kxj+jnHtVw78f3wth4IwlpKaksCNgHuYWVnToM6zAcf1TpAcz\nZ69tDKZGo+HzfXsYPW4S1arXoF79howYNY59u3eSlpZmtG1YWBgenlWZOmMOZcuVx7tOXZq915Jz\nZ08XqKzkZC2zZ0zBy6uGUfnPnj1j764dTJ46kzr16qO4V2HMuEncunmDlOTkAsX01ef7GDZ6Ap7V\nvPCu14DBI8bwxb6sMYWHhVHFw5MJU2dRpmw5anrXpUmzllw4dyZfZamvXSHo3Bmmz/WlmldNPKtW\nZ+K02Xy+ZweJiQkAHDtymK4f90Rx90Bx96Bb996cOXUi/ydJLyVZi/rIQep27k/RCu64VqlJ7Y59\nuXr4W9JfiCs+JhKXcm40/GQE9sVKUaJydcrXeovHNy4Ztol5fA+H4mWwtncyvKzsdL2qUaG3iAy9\nydu9x+JUqjxFyinU6zaI0Eun0CQ8IzT4FM+iwmjSfwrOpSviWqUmdTr14+JP+woUk1ar4cdv9tNn\nyFgUj+p41a5HjwEjOPjlniznKioinEqKB0PGTqNk6bJUreFNw3eacznoLAC3b6oJuXGNkVPmUq5i\nZSpXqUr/ERM5c/wP4p895fzp4yTEP2Po+BmUKlOeajXr8HHfIfz+s65n+nLQWW7fvM7wibMoU74i\nLdp1pnGz9zl4YE+Bz5VWq+G37w/wUb9RVHKvhmfNunTpM4xfvt2XJa7oyDDKV/agz4jJFC9ZhirV\na1PnrWaoL53P13qAsEcP8J08mItnjmOt72HOzpYVCyhToXKB4zHEpdHww9f7+XTYWNw9q1PDuz69\nBo3guwNZz1dkeDhu7p4MGz+dkqXLUq2mN42aNCf4gu58hdy4xq3rVxk9ZS7l9edrwMiJnD5+hGdP\nnxL2+CHHj/zGsPHTKV9JoVGT9+j4US++/XynLuY81r+RMT15hHf9t/l02DhKlCxN3Ubv4FW7Hpf1\n5RcoLn1u9c2UWz1zyK3IF3KrWg1vGmWTW6My5dYAfW49e/YUgFvXrzJhcE/CHj/Mtj6hd0IoXbYC\njk4uhpeDo1OBY/r14Bd8MmAUlapUo2rNunTrO4yfv9mfbV5VqOzBpyMmU6JUWapUr03dt5tx7dI5\nAO7cUnPn5jUGjptFmfJuVFQ86Tl4HBdOHSX+2VMunD5GxJPHDJ/iQ9mKlalasy4f9RvJt3s/A8DS\nyhoHJxfD6+SRX4iJiqTf6GkFigkgWavhz5++okPvYZRTPFG8vGnbczB/fP9Flrhio8IpU7EKXQdP\noKhrGSpVrYlXwybcunIhX+vNLSywc3Q2vO5ev8zN4PP0GD0TExNTwh7cI+jP/9Fj9EzKunlQoUp1\nWn3Uj9CbVwscl/h3eG0NzOvqqyQlJVKrlrdhWc1a3kRFRXI/9J7Rtq4lS+LrtwxbW1v9vtf4/X+/\nUrdegwKVtWHdakqXLkOz9943Kv/CuTMUUql4u3ETwzLvuvX44uvvDZfg8+Pm9WskJSXiVet5r5NX\nzdpER0Xx4H6o0bYlXEsyx9cfG31MN69f44/ff6N23fr5Kuvh/VAsLCyp7F7FsL6Sm0JycjLXrlwG\nwN7BgUM/fsezZ0+Jf/aMn388iOLuke94MkSFhpCi1VDMraphWXG3qiQ9jSEu4pHRtoWdi9G0/xTM\nrax1+94P4e6FE7i61zRsE/MoFPtipbI9lq1zcd4bPhdr+8xfALpfiKnJWp6GP6KwSwmj9U6lypMQ\nHcGzyCf5jun2TTWapCQ8vWoZlnl61SI2OorHD+8bbVu0uCvjZy3C2sZWv+91Th07TPVa9QzrZywK\nxNHJ5XmN9b9qtVoNikd1psxfipm5udH6lJRk0tLSuHb5ImXKV8TO/vnQBY/qtVBfuZjveDLcC7mO\nVpNE5arP/95K1ZrExUQT9sg4riLFXBk6eQFW1raGfc8d/x3PGnXytR7gljqY0uXcmLNiK1b6v8+L\nfv/pa+KfxtGy48fZrs+PkIzzVf15Pnh61dafL+PcKlbClYmzM58vNSeOHqZG7Xr69SWZtXgljs6Z\nz5fuv8laDdcuX8TaxpbyFZ83iD2r1yLkhhqtJu/1b2JMlRQPxk6fT6FChUhPTyf4whkuB53Fq7Zx\nj1N+ZOSWRz5yq1hxVya8kFsnjx3GK1Nuzcwht5K1ur/1pfOnqdvoHRat+izb+oTeDaFk6bIFjiOz\ne7d0eaVkzqtqNYmLico2r4ZP8THkw92Q65w9/jueNerq1hd3ZcK85ThkiolMMYU9uk/REiWN1pep\n4EZURBgRT4w/obHlRAAAIABJREFUbxPin/H17k182GswNrY5/8DLyYPbN9Fqkqjo6WVYVtHDi2ex\n0UQ+fmC0rVPREvQePwdLaxvDvpdO/UFl/fs3r/WZpaam8N2OdTRp1xWX4q4AXL94BpcSpSiV6Ydo\nnabvM3z+ygLH9U8qVKjQP/p6k7y2S+RhYWFYWlpR2O75OBpnF11ChT15Qpmy5bLdr2untoSE3KKK\nhyef9OyT77KuXb3Ml5/vZ/fnX/Hrz4eMygwNvUfx4iX448hhNqxbTXRUFA0avcXY8ZOxLZz/pA3P\nqEemsUHO+g/88LAnlC6T/Ydcz64duBNyC6WKB90+6ZWvspycXdBokoiJiTaME32s/wUfEx0NwIRp\ns5k3YzKtmzYEdI3a1Zt25DueDAkxEZiaW2Bh/bwBYWWnO2ZCdAT2RUtmu9+XcwcT8+gezmUq4dms\no2F5zKN7mJiZ8dX8YWiexVHMrSp1PxyAtb0TlrZ2lPL0Nirnym9fYVfUVdfTae9IYlw0aakphjGd\nz6LCAEh6Foutc7F8xRQVHo6FpaXRh7KDkzOgu5zrWqpMtvuN7PMhoXdDqFi5Cu27dAfAzt6BWnUb\nGW33zec7KVGqjOGL0bnI8yEZqampHDywG/eqNVCpVERFhOHkXMRofwcnF6IiwklPTy/Qh0p0ZDjm\nFsZx2et7a6IjwiheMvu4pg75iIf3blOukjstsmkI5rS+QZOWNGjSMsf6RIY/4fPPVjPRdxWRYY/z\nHceLoiLCsLC0NMpHR/35iggLw7VU9rk1rHdnQu+EUEmpQvuuPQDd+apdz/h8fb1vJ66lyuDo7EJk\nRBhOLsbnw9HJmbS0NKKiIvJcX7xE9vnwb44po87p6el81OotEhMT8G7wNu80b5WvWDKL1OeWbQFz\na0QBcss1U2517NYr1/qE3r2NmbkFo/t1Iy4uBs/qteg7dGyWnMtNdnnl4KiLKSqXvJo8qBsP7t2m\nvJs773fS5U1hOweqezcw2u7HL3dRvGRpHJxcsHd0JjY6ipSUFMOYzYzciYuNxqVYCcN+vx78Agsr\na95pWfAx6KDrdTS3sMQq09WHwg66uGIiwyniWjrb/RaO6smT0DuUqqjwTrtuBV4fdPwwMZHhNO34\niWFZ+KP7uBRz5c+fvub37/aRrNXi1aAJbboPwNTMPEsZ4t8vXz2YiqLUUBSlraIorRRFqfYqDpyU\nmIiFhfGbxlzfw6NN1ua431yfRaxevxlNUhLjRw/PV1m6S+NTGTV2Ai4uWT9U4uPjiQgPY8O6NYwZ\nN4n5C/24dvUqUyePK1hMSYmYv1CPjF6rZG3OMU2f68uy1RvRaDRMGT8yX2V5VK1OqdJlWLJgDk/j\nYomNiWHlUj9MTExJSdFd1g+9e4cyZcuxfM0mlq/ZhG1hO+bNnEx6enqB4kpJ1mDyQoKb6Afgp6bk\nPITg7T7jaTnKh9RkLb+unaere1Ii8dHhpCYn06jHKBp/OoFnUWEcCpxOWmpKljIu/rSfO+ePUa+L\nbtxpRuPz5P71pGiTeBYVzoXvdurrknX/nGg0iVkGjpvpY0zO5f03auo85ixZg1ajwXf62Gy3ObD7\nM04c+ZV+wydku37jisXcuXWD3oNG6+qSlGTUu6mri1medcmOVpO1LFNDXDmfq4HjZjNxwUq0Wg0r\n5k8s8PqcbFnhQ7N2XShdrlK+98mOJikJ85c4X2OnzWfe0rVoNBp8pmV/vr7YtYXjR35lwIgJOR9L\n/zdN0WrzXP8mxpQhLS2N+QHrmbpgKSE3rrHKfz4FpdEkvlRcozPllk8uuXU8l9x6UWJiAhFhj0lJ\n1jJswkzGTFtA2JNHzJk4zPA5mR8aTZLhOyVDRl7lNoxq8IQ5TPZZiVajIWBu9nX+bt9Wzhz7Hz0G\n6b5vvLx1HQI71y9Dk5REZPgTDuzYoDtWps+4tLQ0fjt4gBbtu2Fi8nJ9RVpNUpbGW+aJsznpPnI6\nQ2YvI1mrYfPCKQVef+zHr6jbtBXWmRrsmsQE7ly/wvljv/Lx8Cl8OHAsQccP89VfHLv9tyv0D7/e\nILk2MBWdS8CXwCRgGvC1oig3FEXxym3fvFhYWqLVGr+BtfoPOktLyxz3c6/iSd16DZg514fTp05w\n88b1PMvauG4NRYsWo237jtkViampKfHx8cyZ70udevWp7V2XmXPm8+fRPwi9dzf/MVlYZmlIZvzb\nIpeYFHcPvOvWZ8rM+Zw7fZKQmzfyLMvMzIz5fgHcvXubNs3eokv7FtSqUxc7ezusbWx4cP8eAX4+\nTJw+h5redanpXZcFfgGcO32SC/qxq/llamaRpSGZ8W/TXGb3uZSphKt7Dd7qNYZH6iCiH9zBzNKK\n7kv303zobIqUq0yJytVpNmg6MQ/v8ei68SXhC9/v4uxXW6jfdTClquouy1ra2vPuoOmEXjzJjtEf\n8o3PcNwa6XrQzC2t8x2TuYVllsZAxpdfxszu7FSsXIXqtesxfNJsLp0/zd3bxpMK9m3bwPb1K+g/\nYmKWHqXU1FTW+M/n54NfMnaGL+UrVdbXxSLLF29ycjIqlSrLF3WecZlbZPliSEnO+z1YrpI7HjXq\n0H/0DK4GneH+nVsFWp+d33/6htjoCNp27VOgGLKT/d8o77gqVq6CV+16jJo8h4vnTmWZBLJn63q2\nrlvBwFGTqF1fN0HJwsIy67Ey5V5e69/EmDKYmJjg5u5J/bea0n/YeH778Vvi9WMd8yvbz6585pZX\n7XqMyCG39m7bwLb1KxiQTW7lxMrKmp3f/s40nwDc3D2pVsObKXP9Cb0TYhi/mh/m5hZZfqBl5JW5\nRc45Wq6SO5416zJg7EyuBJ0h9IW8+WrXJvZuWUXPIePxqqNrWBa2d2DUjEWcP3GEAZ2bMH1Yd95p\n2V4Xj/7yM8DNa8FERjyh0bvGQ74KwszcIktDO+PzI7e4SldUqFzdm4+HT+HGpXM8uhuS7/WxURGE\nXAmiThPjepuYmqLVJNJnwjzKKVXxqN2Ajn1HcPznbw1/a/Fmyetnz1Zgglqt/jHzQkVRWgIbgLov\ne+BixYqRmJhAfHw8Nja6pImICAegaFHjy5zhYWEEXwqiabP3DMsqVXIDICYmJs+yfjj4LRER4bxd\nXzcWJCUlmZSUFN6uX5sVq9dRRH/5snyFiobyy5WvAMCjRw9zvLT9oqLFipGYmEhCfDzW+npE6utR\n5IVZ6xHhYVwJvkjjps0NyypU0vXyxMZE56usipUqs33f10RHRWJtY0taWiqrl/vjWrI06qtXMDMz\nN6p78RKu2Ds48vDBfWp65//UWTu4kKJJIjkpATN9Iy4xNsqwLrOEmEjC76gpW6OhYZmjq64OSfFx\nAJhb2RjtY2XniIVNYRJiIg3LTu5bx5XD39Dg42G4NzaemVuicnW6+mwlITYKS1s74sIeUkilwtbZ\n+G+cG+ciRUlKSiQxId7woR0dGQGAk4txOVER4Vy/eon6b79rWFa2vO698jQ2xrBs00o/Dh7Yw6Ax\nU3m//YdGZaSkJLN0/jTO/HmEiXP8qNvonUx1KYb6snHjOjoyHMcCXMLL4OhSFM0LccVE6f6uL5YX\nHRlOiPoytRs2MSwrWVYfV1xMnuvzcvx/P/Ao9C7Duune4xmTBgZ1bkLv4ZNp2DT/X4zORYqRlJhI\nQkI81i+cL+cXzldkRBjXrwTToHHW8xWX6XxtCPTjuy92M2TsVFp1eH5rJeciRQ1lZ4iKisDExBR7\nB6c817+JMT28f49HD0KNGm5lKlQkLS2NZ0+fFmh836vKrcxxbdTn1uBscisvL9bdwcmZwnb2REaE\n5bsMp1zzyjim6Mhwbl0LxrtRU8OyUvq8eZYpb3asXcqhb/bSZ/gkmrXpbFRGleq1Cdj2LTFREdja\nOfDkwT1UKhOjWeJBp4/hVqUa9vpL9S/Dwbko2qREkhITsNSPm4+L1sVl/8LnRWxUBHevX6F6/ee3\ngCpRRvc9Gf80Ns/1Ga6ePY6DS1HKuD2fPwBg7+iCnYMzNoXtDcuKlSpDWloqMZHhuBTP39AT8e+R\n1yXywi82LgHUavVPgNVfObBbZXcsLa04r581DXDh3FmcnV0oVdp4PMvt27eYOG4UT548H8N1+fIl\nVCoV5StUyLOsdZu2sveLb9i17wC79h2gT7+BFClSlF37DlDFoypeNXWD0a9dvWLYP+SW7tdzyZLZ\nj0HJTiU3BUtLK4LOP/9lHHThHE7OzpR8YdzRndshTJ84hrBMMV29HIxKpaJs+Qp5lvU0LpZh/Xvx\n+NFDHJ2csbCw4NiRwzi7FKFc+Qq4FCmKRpNk1AMbFRlBXGwMrqXyHxPoJtGYmlvw+OZlw7LHNy9j\nZeeIXZESRtvGPA7lt/ULiI9+/mUWcecGhQqpcChemvDb19g+ujNPM03IeRYVRtKzWByK6+p17tvt\nXD38LW/1HJOlcRnzOJTv/SeQkqzF2t4JlYkp9y6ewKVsZUPjNz/KVayMhaUlVy4+nxF95eJ5HByd\nKfHCOb9/N4TFsyYQEf68zjeuXUGlUlGqTHkAdm1ew/df7mX4xNnZfgGuWjyXsyeOMtUnwKhxCaB4\nVOfenVs8expnWHb10nncPavnO54MZcq7YW5hyfXLFwzLrl++gJ2DE0VLGE+sehR6h5U+k4mKeB7X\n7RtXKKRS4Vq6XJ7r8zJo/BwWrNnN3MDtzA3cTvdBusuecwO3U7Pe2wWKq3yljPN1zrDs8sVzODhl\nd75us3DmeCLCMp+vy7rzVVZ3vnZuWs3BA3sYOXm2UUMMwN2zOk/jYrmXqbfpysXzVKzsjrmFRZ7r\n38SYgoPO4jdnMpqkRKPyraxtKFKsYLe+ycity/nIrdC7ISzKIbdKv5BbI3LIrdxcv3KJj1q/xZNM\nM8zDnzwiNibaUH5+lKmgyyt18PO8Ugefx97RiWKuxnn18N5tViyYTFSmmEKuG+fNF9vWcejbfQwY\nMyNL4/Jh6B3mTxiIVqvBwckFU1NTzp38gwqVqxj3YF69hHu1WvwVruUqYW5hSciVoOd1vRpEYQen\nLA26J/fv8JnfdGIyNczv3bxKIZWKYqXK5rk+w53rl6nokfUCaPkq1YiLjiQ26vl3x6N7tzEzN8fu\nLzSi/24yySdneTUwIxRFyTJCV1GUrkBENtvnm6WlJR06dcbPdz4Xzp/j1MnjBC7356PuPQGIjY0h\nVv8LtlYtb9wquzNr2mRu3rjOmVMnmT9nBp27dMPZ2SXPskq4lqR0mbKGl4ODIyamJpQuUxZLS0tK\nlSpN8xbvM3fWNC4GnefqlcssmDuTRm83pmSp7Gc7Z8fC0pI2HTqxzM+HixfOcebUCdYGLuPDj3QD\n8eNiY4mL1f2Sq1GrNpXcFBbMmkrIzRucO3OKxfNn0aFzV5ycXfIsq7CdPVqthsCliwi9d5eTx48R\nsNiHvgOGUKhQITyreeHu4YnvnOmor17m+rWrzJk2EaWKJ141C3ZvRVNzC9watuTEnjU8uXWZh9cu\ncParLXg01V220cQ/RROvu4xW3K0qTiXLc+SzJUQ/uMMjdRBHdyxHebsVVnaOOJWuiI2jC0e3LSPq\n/m3C76g5vMEXV/caFCnvTmToLS7+sBfP9z6gpEctEmKjDK+01FQKOxfnaeQTTn++gacRjwk5/TtB\n3+/Ocj/OPM+VhSXNW3Vkw4pFXL10gYtnT7JjQyBtO+vKeRoXy9M43bny8KpFuYqVWe47g7u3b3Lp\n/GlWL5lLi3adcXByJuTGNb7YuYkOXXtSs24DoqMiDK/U1BROHfudwz8fpPegkZStUMlofXp6Oh7V\na1K6bAUCFkzn7u2bHPruAEd+/ZE2HxR81rW5hSWNW7Rnx5ol3LgSxJULp9n/2SpadNCl8bOnsTzT\n9yZUrlqT0uXd2OA/h/t3bnE16AxbViygaatO2Ds657k+L44uRSnmWtrwypgVW8y1tNEXZX5YWFjy\nXuuOrAtYxJVLFwg6e5Jt6wJpl8358tSfr2U+M7gbcpOL504TuHgu77f/EEcnZ25dv8b+HZvo2K0X\nteo0JDoywvBKTUmhaHFX6jZsTIDPTG5dv8qfv//CV3u20e5D3YSEvNa/iTE1bNwcK2trViyazf17\ndzh57DCfrV1Ot14DDA9uKEhcmXMr6OxJtueQW57Z5NaqJXNpmSm3Ps8lt/JS3s0dlyJFWbl4Nndu\nXef61WD85kzCq3Y9KnvkfzqBuYUl77Rsz7Y1fly/HMTl86fYu2UVLTp8BBjnlVKtFmXKu7HWfzah\nd25xJegMm5Yv4N3WH2Dv6Mydm2q+3ruF1h90p1rt+sRERRheqakpFCnmSvjjh+xaH0DY4wccP3yI\nr3ZtouMnxvcQDb19k1JlK+Q7huzjsqBeszZ8sXEZIVcvcv3iGb7bvpbGbXQN+finccTrf/hW9KiB\na7lK7FyxgEd3Q7hx6Rx7Vy+mYYsOFHZwynN9hod3blG8dNbGfUXPmpSu5M72ZXN4cPsmNy+f59tt\na6j7bhvMcxlaIf69CuU24UNRlErATkABHgLpgCtwA/hYrVbnORDraVJajgfQaDQsWbSAQz/9gLmZ\nOW07dGTEqHGoVCoG9tPNDFy/aRugmw2+ZLEPp0+ewMTUhNZt2jNi9FjD4PHcynrR3t072bFts9GT\nfJISEwlYuphDP/5Aaloq7zR5l4mTp2c7izwxOTXHeDUaDcuX+PLboR8xMzenVdsODB4xBpVKxYiB\nfQAIXP8ZoJsNvnzJQs6ePomJiQktW7dj8IgxhgkeuZUF8PDBfZb4ziU46DwOTs581L03H3R93iiJ\nioxgZYAfZ04eJz0d6tRvwMhxk3N8OtHm0/eyXQ668UYn963l9pkjmJiaUalBc7w79qWQSsUPS3U3\nC281dhEA8TERnNy3jkfXgihkoqJSvXep3bGvYWLQ08gnnPp8A4+vX4T0dEpXr0+9LgOxsCnM2a+3\ncvHHvdnWoeP01TiWLEdk6C2O71lN9P0QbJ2LUaPNJ5Sv3Tjbfdq759z7otVq2LhiMccO/4ypmRnv\ntmxHz4EjUalUTB+tu9H1/ADd4PrI8DA2rfTj4rlTmJiY8M57beg5cCRmZmbs3LSKz3dsyvYYAZv3\ncWDXFo788kO263d9fxQrK2vCHj9k9ZJ5XL10AUeXInzcZzDvvNc6x7rHJuQ8AF+r1bBzrT+n/vgF\nUzNz3mrehi59hqFSqfCdrHvwwJSFawDdzPKd65dyRf/0l4bvtqJLn2GGgf55rc9sXN+OtPqge45P\n8rlw6igBc8bl+iQfJ9ucZ4tqNRrWr1jM0f8dwszMjHffb0/vQbrzNXWU7svXZ7nuCSeR4WFsCFxM\n0Fnd+Wraog29Bo3CzMyMHRtXsW979k9CCdyyn7IVKvE0LpZVS+Zz9uRRbGwL06FrDzplmq2c1/r8\n+jfFFHonhA2BfqgvX8Ta1pZWHbrSpcenOfaapOX80Y5Wq2GDPrfMzMxo2rIdvfS5NU2fWwsy5dbG\nTLnV5IXc2p9Dbi3fvI+y5Y0nj3VsWotpPgFGT/J58vghW1b7E3zhLGlpadRr1IR+w8dneRIQwNOk\nnButWq2G7Wv8OXnkZ0zNzHn7vTZ06zsclUrFgom6Bw9MW7wW0M0s37F2KZeDTmOiMqFRs1Z06zsc\nUzMz9m9dwzd7tmR7DJ81uyldriJ3bqrZunox90JuUKRYCTp170+9xs+HiKWlptKnXUPGzwugeu0G\n2ZaVWURizrfPStZqOLBpOReO/YapqRl13m1F2x6DUalUrJyhe+jH8Hm6iTYxkeF8uWk5Ny6dRWVi\ngvc7LWnbY7Dh8yCv9QBzBnbmvc69aNiyQ5a6PIuL4ctNy7l8+himZubUbtyCdr0G5ziLvLVn0dfe\npVdx3A8FmzX7F93yb/XaY86vXBuYGRRFcQVKo+vxvKdWqx/ksYtBbg3MN1VuDcw3WW4NzDdVbg3M\nN1luDcw3WW4NTPHvklsD802VWwPzTZZbA/NNJg3Mf7c8722gKIo30AMoBaQC9xVF+VKtVh/9uysn\nhBBCCPFv9YYNi/xH5XWbokHAdiAa+AH4GYgF1iuKMubvr54QQgghhHjT5NWDOQ6oq1arje5JoijK\nCuAksOzvqpgQQgghxL/Zmzaz+5+U1/TAVHQ9li96Cvw3B4EJIYQQQoi/JK8ezJ+AbxVF2QKE8nwW\neT90l8uFEEIIIf5fkg7MnOXVwBwLDNK/MmaR3wW+Btb+vVUTQgghhBBvorwukZcF2qC7TN4WSATe\nBUYBbn9v1YQQQggh/r3kST45y6uBuQH4BQgCjgIbAXNgCrDq762aEEIIIYR4E+V1idxJrVYHACiK\nMkStVq/UL/9CUZTpf2/VhBBCCCH+vd6wTsV/VF4NTBNFUcoDDoCzoijl1Gr1HUVRigIWf3/1hBBC\nCCHEmyavBuZs4JL+/wcAPyuKchR4B/D7G+slhBBCCPGvplJJF2ZOch2DqVarvwRcgGJqtXo70AkI\nBvqp1eo1/0D9hBBCCCHEGybPZ5Gr1eqkTP8fjK6BKYQQQgghRLbybGAKIYQQQoisZJJPzvK6TZEQ\nQgghhBAFIj2YQgghhBAv4U27+fk/SXowhRBCCCHEKyU9mEIIIYQQL0E6MHMmPZhCCCGEEOKVkh5M\nIYQQQoiXIGMwcyY9mEIIIYQQ4pWSHkwhhBBCiJcgPZg5kx5MIYQQQgjxSkkP5kswN/1vtsvbuxd/\n3VV45VaeuPu6q/C3eK+S0+uuwt8iJS39dVfhlYvVal93Ff4WZqr/3udgYkrq667C3+JeXOLrrsJ/\nlnRg5uy/9wkhhBBCCCFeK+nBFEIIIYR4CTIGM2fSgymEEEIIIV4p6cEUQgghhHgJ0oGZM+nBFEII\nIYQQr5Q0MIUQQgghxCsll8iFEEIIIV6CTPLJmfRgCiGEEEKIV0p6MIUQQgghXoJ0YOZMejCFEEII\nIcQrJT2YQgghhBAvQcZg5kx6MIUQQgghxCslPZhCCCGEEC9BOjBzJj2YQgghhBDilZIeTCGEEEKI\nlyBjMHMmPZhCCCGEEOKVkh5MIYQQQoiXIB2YOZMeTCGEEEII8Uq91h7MlORk/P0WcujHgwC079SZ\n4SPHYmJikmXbu3dus2SRD0EXzmFlbU3bdh0ZMmwkpmZmBS5r1Ypl/PjDd3z7w6+GZUEXztOv9ydG\n21lZWfPHibMFjmnZkkXP69GxM0NHjsm2Hvfu3sF/kQ8X9TG1adeRQUNHGMWUW1mpqamsXbWc777+\nEq1GS/1GbzFxygzsHRyMjpOens7oYYN4q/E7dPmoe4HiMcSVkszmVf788dtPADRv1YEeA0ZkG9eD\n0LtsClzM1eAgrKysadKyLZ98OgRTU11cEeFP2LzKn+DzZzAxMaFWvUb0HToW28J2AITeCWHLan/U\nVy5hZW1Doybv8Um/oVhYWBr2X+u/gMtBZ7F3dKJb70E0bdm2wDGpCsGH1YvjXUp33ON3Y/gqOIz0\nbLYtamtOF6/iVHSyQpOaxom7sXx7JYw0/caFgPaeRalf1gEzVSGuPHnG3qDHxGtTs5Q1rFEZgh89\n5feQaADcXKwZ07hctnXceuYBJ+/FFiiu1JQUvvtsJUHHdO9v73db8/4nA1Flc67CH4by7eYV3FFf\nwsLSilrvvE+Lj/phYpr1o+HHXeu5cPRXJq/eW+Bjpaens2XBRNxrN6Bhqw8KFA9ASkoKezcGcOrI\nIQDeeq8dnXsNzTamxw/usXv9Um5evYilpRUN3m1Nxx6DMNXH9FfXF6QueUlNSeHrLYGcP6r7+9Vt\n1oY23XM+V19uWs6da5cwt7TCu8n7tPq4v+Fc5bU+KSGer7cEcvnMMQCq1KpP+z7DsSlsD0BMZBhf\nb1nJzeDzmJiY4F6rPu17D8PatvBLxXVg8wrO/vELAA2at6Vdj0HZxhX24B6fbwrg9tVLWFhZU7fJ\n+7T5ZICh3nmtT0tN5btdGzj52/ekaLVUqVWPLgPGYmNnz8nfvmdnoE+2dRw5fyWVPGsUKKZvM73X\n6+SRV99kyqvaL5FXuR2rIHXJT1zH9q7j+snDAHi83ZL6nfuiUmUtK+bxff7YvYZHN65gZmmJe8P3\nqNuxlyGuRzevcMB3rNE+phaWDFr9VYGOlZ6ezncB0ylbvR7Vm7UvcEz/JBmDmbPX2sBcuWIZJ44f\nJWDlWhISEpg5bRI2Nrb0HzjEaLuU5GRGDh2IZ7XqbN/9OeHh4cyaNglTU1OGDB9VoLKuXrnMtq2b\nKVq0qNHy2yE3qeRWmZVrNxqWqQoVvIN3VeAyTvx5lKWBa0lMiGf29MnY2Nry6YDBWWIapY9p6+7P\nCQ8LY/b0yZiYmjJ42Mh8lbV6xTJ+OPgN83z9sLOzZ/7s6fjOn83CJQGG46SmprJk4XxO/HmUtxq/\nU+B4MuzYsJILp48z3Xc5SYmJLPeZgbWNLV169jeOKyWZeZOG41alKkvW7SQ6MpwAnxmYmpryyadD\nSU1NxXfaGOzsHZi7dC1arZZ1y3xY7juDaT7LSUyIZ+6k4VT1qs2i1VuJjoxgld9cUlKSGTByEgCL\nZozD0bkIi1Zv41rwBVb7z6No8RJ4etUuUEwdPYvhUcyG1X+GYmGqok8dVxKT0/hRHWG0naoQDG9U\nhttRiSz8323sLU3p412S1PR0vrsSriuralHqlrFny+n7JGhT6VHblY9rlmDjyfuGcgoB3WoUx7OY\nLcGPnhqWh0QmMPmg2uiYbT2KohSxIejhUwrqx13ruR50ij5TFqJJSmRf4AIsrG1o1rmX0XapKSls\nWTCB0m5VGLFoA3HREewLXICJqSktPupntO39W2qOfLMHO6ciBT5WWmoqX28K4HrQKdxrNyhwPAAH\ntq7m8rkTjJy5FE1SApuWzsHK2oa23T412i4lJYWAWaOpoHgyY9lnxESFs2npHExNTenYY9BfXl+Q\nuuTHwZ3rUF84Rf9pi9AkJrJrxXwsra1578PeRtulpqSwft54yrh5MMZvI7FREexaMR8TU1Nafdw/\nz/UABzZfWFA0AAAgAElEQVQsI/xRKANnLAFg/9ol7Fu9mL6TFpCWmsqWhVOxLmzPkNkBpCRr+GL9\nUnavWEC/qQsLHNe3O9Zy7cIpBk1fjDYpke3LdXG17NInS1xr5o2jrJsHE5ZsIjY6gu0Bunq3+WRA\nnut1x1rH6d9/oveYWVgXtmPXSl/2rPWj38T51GzUjCo16xkdc2egD4nxzyjvXrVAMf2Q6b2uTUpk\nby55tVmfVyP1ebU3cAEqU1NaZpNXv3+zB/sX8iqvY+W3Lvlx4ost3As+S9tRc0nWJPLLRj/MLa3x\nbmfc4ZKaksK3y6ZTrIJC15mBxMdE8stGP1QmJtTrpHu/Rj+8i3OpcrQb+7xRXyjT92h+jpWWlsqR\nnau5F3yWstWNz514s7y2S+QajYbP9+1h9LhJVKteg3r1GzJi1Dj27d5JWlqa0bZhYWF4eFZl6ow5\nlC1XHu86dWn2XkvOnT1doLKSk7XMnjEFL6+sv1pDbt2ifIWKuLgUMbycnJ0LHNOBfXsZNW4i1ap7\nUbd+Q4aNHJtrTJOnz6ZM2XLU1sd0PlNMuZX17Nkz9u3ewcSpM/GuW5/K7lUYOW4iITdvkJKcDMCD\n+6EM7teb40f/oLC+d/BlaLUafvxmP32GjEXxqI5X7Xr0GDCCg1/uyRJXVEQ4lRQPhoydRsnSZala\nw5uG7zTncpCuJ/j2TTUhN64xcspcylWsTOUqVek/YiJnjv9B/LOnnD99nIT4ZwwdP4NSZcpTrWYd\nPu47hN9//h6Ay0FnuX3zOsMnzqJM+Yq0aNeZxs3e5+CBPQWKyVRViLcrOPLFpSfciU5EHR7PV8Fh\nNKnoxIu/Rx2szLgbncju848Ie6blRkQC5x7E4eZiDYClqYomFZ3Yc+Ex18MTuB+r4cDFJ7jaWaDS\nF+ZsbcaYxuXwLGZLwgu9mqnpEKdJNbzsrcxoUNaBrWcekJSSRkEkazWcOPQ1bXoNo0xlT9yqe/N+\n90Ec/+FAlnMVGxVOqYrudBo4niKupanoWZNq9ZsQcuWC0XYpycnsX+VL2crGX8j5OVbkk4esmzUK\n9YVTWNrYFiiWzMc5/MMBuvYbSUX3qnjUqMsHvYfy63f7s8QUExlGObcq9Bw2meIly+BerTbejd5F\nHXz+lawvSF3yE9fxn76mXZ9hlK3sSWUvb9r0GMTR77M/V6UrudNlsO5cVapaE68GTQm5fCFf6wEu\nnznG2226UKqCQqkKCu+068qNi2cAeHD7BvdDrvPxiKm4lqtIGTcPOvYbxZWzf5IYX7AfOclaDUd/\n/IqOfYZTXqmK4lWHdj0Gc+TgF1nPV1Q4ZSpVoduQiRQtWQa3qrWo0bApN/X1zmt9YkI8vx/8nC4D\nx1K5em1KlXejY5/hPLoXQmpKCuYWFtg5Ohted65f5kbweXqNmYmJSf77VzLe62176c6VW3VvWnUf\nxJ+55NUHL+TV7QLmVU7HKkhd8pKSrCX48Hc06jaA4hWrUNqjFg06f8rF377h/9g77/Coiq8Bv9mS\n3fTeCwkkuaGGXqSIIkVAEFFBUcEGKlVQRFEQlKIIShEEBAQFRRALKhZQaYL0DgsJhBDSe92afH9s\n2GTTN2Dh9837PHkemHrOvTN3zz1zZm5ppbYKczLwDY+i5xMTcPcPJig6hibtu3Ndc9pSJispAY+A\nRji5eVr+HF3d691Xbnoy37zzMgmnD6NybNjz4p/Gzu6f/bud+NcMzIua82i1xbRt296S1qZte7Ky\nMkm8lmBVNjAoiHkL3sfZ2bms7gV2/76Ljp262NTW6pXLCQkJpVfvflXkuXI5jrCw8JvU6QJabTFt\nKsrRrj3ZNeg0591FVXTqYNGp9rZOHDuKnUxGt+7lXsn2HTrx5Tc/WJbYz5w6SWRkFOu/2GrppyFc\nidWg02ppHtPWktY8pi252VmkJCValfX1D+Slme/gWGZMXIm9yKH9f9CqbSdL/hvvLMXD09tS58YS\ng16vQ2rWilffXoTS3t4q32g0UFJSwoWzpwgNb4KrW3kYQLNWbdGcO2WTTsFualQKGbEZRZa02Iwi\nXNUKvJ3srcpmFRlYc6jc2AtyUxET6MKFtEIAIrwdKS2F0xW8khczipj9a5xlCT3c04GkPC3zfrtM\nsaHqsnlFhrTw49j1PC5nFdukE0ByfCwGnZbwZq0saeFNYyjIzSYrNcmqrKdvAI9OfhO1oxMASfGx\nnDu8j4iW1p7gXVvX4+UfRMsuPW3u69rFswQ0asyEd1ajbuAPRsLlS+h1WqKat7GkRTVvQ35ONukp\n1uPP2y+Q516Zg0OZTteuXOL4wT00i+lwS/JtkaUukuJj0eu0NGkWY0lr3Mx8/TJTrluV9fQN4Ikp\ns6zu1ZlDe4ls1b5e+QBOLm4c2/srxYUFaIsKObZ3J8FNJHN9vwCefX0Brh5VX6oNer1NeiVeMV+j\nJs3L9YpoHkN+bjYZlfTy8g3gyZdmW6739SuXOH1oD1FlcteVf/ncSezs7GjRvqulzaiWbXl92aYq\ny9Emk5HvPv2IuwYNw9s/yCadkmycVyNsmFetKs2ruvqyRZa6yEiIw6jXERjV0pIWGNWS4rwcctOT\nrcq6evvT97nXsHcw65Vx7TJXjh8gpFn5XMhOTsDdP7jBfaXGXcAruDEPz/gQewdHm3QR/Pf415bI\n09LSUKsdcHEt96x5eZuNjrTUVEIbhVVb7+EhA7l8OY6mzZrz6OOj6t3WhfNn+XrrFj7f+g27fv2l\nSruXL8dhr1LxyEP3k5OdTZt27Zn80it4+/hWKVsT6WmpVeTw9CqTI61mnYY/cB9XLscR3aw5jzw2\nsl5tJV5LwN8/gH17d/PxRx+Sk51N567dmDTlFZxdzDFTffsPpG9/22MTK5OVno5KrcapQiyWu6f5\nhygzPZXA4NBq600Y9SDXrl6mSVRTBj1kjv10dXOnbceuVuW+27qRgOBQi9HpVeGam0wmftj2OdEt\nWiOTycjKSMPTy3o5yd3Tm6yMdEpLS+sdD+PuoEBnLKHYUP6Wnqc1AuDhoCC9sPof1dfvaUygq5qr\n2cX8FpsFgI+TPVnFBloGuNA/2gcXlZxzqQVsPZVqMUqPJOZxJDGvTrnCPByI8nFk9q9x9dKjMrlZ\nGShVahycyu+Vi7unOS8zDe+A6h/+i14cSVpiPEGNJboPfNiSfv3yRQ7t3M6k99Zy+uBum/tq3b03\nrbv3bpAuN8jJTMNepbaKBXTzMPeTnZGOX2D142/GC4+QdO0KjSKi6T14+C3Jb6gs1ZGbmY59pevn\n6u5lyfMJDKm23rsTnyA1MZ7gJhI97nu43vkPPvcymxa/xRsjBwBmQ2jcnA8Bs/EZXWkpec/3W/AO\nCK7W6KxVr6wM8zWyGhfmNnIy0/GtQa+5Ex4j5Vo8IU0k7ho0rF756cmJePj4cebIfn7avI6CvBya\ntunEkCfH41DJY37izz/IyUyn1/2P2KQPQF4D59XCWubVXzu382I186quvooK8hskS3UUZmeisFdZ\neQsd3TwAKMjOwN2vekN80xujyU5KwKdRJDG9h1jSs5ISkCvs+WLm82gL8giMakHXYaNxcveqV19R\nne8iqvNd9ZZf8N+mXh5MSZJaS5I0UJKkeyVJall3jbrRFhejUll7iuzLvFZ6Q81vzLPnvsPyVWvR\nabW8NGlcvdoyL42/xsTJL+Pt7VOlzaKiQlJTkjHo9bw+8y3emreAlOQkxj3/rGW5uV46abXY1yBH\nbV6AN+e8w7KVa9BptUx9cVy92ioqKiQ9PY01K5cz6aVXmD1vAZrz53h92kv1lre+6HTFKO1VVmlK\nZZkstdyria+9xaz3VqDX6Zj3+uRqy2z7/BMO7tnF0+Nerjb/4yXvEh93iZFjJpll0WqtvJtmWZR1\nylIZe7kMg8l6CchY5m5UyGs2UtcfSWLx3qso5XaM6Wz+oVQpZLipFfSP9uar0ymsO3ydEHc1T3W0\nzUsCcGdjD86mFJBWYJvX6AYGndZyb24gr7BprCaGjZ/OMzMWYdDr2PDudEv5LR/Oo//jz+NSnWer\ngX3Zil6nq3LPFWX9Gmu5509PnsmUt5di0OlYNueVW5LfUFlq0ktR0/Uz1nz9Hp04nTEz38eg07Hu\nndfqnZ+elIBvUCjPvfkBz735AQ5Ozmxa/DalpVW3tf329UZOH9zN/U9NsEkns17aKnqVb1ys+Ro9\nPvENxs76AINex8fzXq1Xvk5bRG5WBj99+QlDnhzPEy/O5Nrli6xf9GaV+vt++prOd/fH0dn2cKGG\njvXh46fzbNm8Wl9hXn354TwGNHBe3cp5Z9RrkVduq2wzpqmWtno/8zKDpszDaNDx47LZAOi1xRRk\npWMyGrhr1CR6PzuV/Mw0tr8/HZPR2OC+/uvY2dn9o3+3E7UamJKZ08DXwCvAdOBbSZIuSZIUU1vd\nulCp1ej11oNKX2aEqdXqGutFN21Ox05dmDF7LocPHST20sU62/p45Qp8ff0YOOj+att0dHTij32H\nWLRkOc1btKR9h44seH8pl+NiOXLkUP11UqmqGJLlcjjUolMzOnTqwhuz5nDk0F/ExV6qsy2FQkFR\nYSEz3ppH+46dadu+A6/PepsD+/dyLeFqvWWuD/YqNcZKstww5m7s7K6OJlFNadWuE+NeeZPTxw9z\n9UqsVf6XG1bz6aolPDN+Ku06WXs1TSYTKxa+za8/fM3kN+YRHhFVJouqiiFpMBiQyWTYVzKCa8Ng\nKkEhtx7+irKASb2xun3kZq7laNGkF/Lp0SSifZ0IcFVhKi3FQSlnw5EkLqYXcSmjiE+PJtPC3wUf\nJ2W9ZZLbQUygCwcTcupdpzJKe1WVH5kbD29lLfcqqHEUES3b8dAL04g7c4yUhMv89tUGXD29adez\nakjJzfRlK0pV1X5uGCr2tfTTKCKapjEdGDXpdS6cOsL1q3E3nd9QWWrUy1jD9atlLAc3lohq1Y7h\n46YRe/oYyQmX68zPSLnO12sW89BzLxPRog0RLdow8uW3iT1zjLiz1rGBv25Zzw+freT+pyfStG1n\nm3S6IXtlvW5cs9quUUgTCalVe0aMe42Lp4+SdPVynfkyuQJdcRGPTZhOVKt2RLZow6PjXuXcsYOk\nJ5eHLORmZRB37iQdahjLdaG4yXn1cIV5tauOeVVXXw2VpTrk9ipMlcegse4x6NMokpBmbej15BSu\nXzhBZmI89moHnln6FQMmzMIvXCIoOoZ7x84g63oCSZpTDe5LcPtSlwdzPfCyRqMJ12g03TUaTTeN\nRtMYGAesvpmO/fz8KC4uorCw0JKWkWHekevr62dVNj0tjd93/WqVFhERCUBOTk6dbe34YTtHDv9F\n987t6N65HR8sfIeU5GS6d27H8WPmIHdnFxfLMSQAXl7euLm5k56WVm+dfP38KS4utpIjs0wOn0q7\n1tPT0vjjt51WaU1u6JSdXWdbN5buwxs3seQ3CmsMQEqybXE4deHl44tWW0xxUbks2Znmndae3tZ6\nZWWkc3Dvb1ZpjcLNMubnlhtOa5Yt4ItPPmLMi6/Rf4j1cpjRaGDhW6/y+8/fM3XWAjp161lBFj9L\n3+WypOPhVdUzXRvZxUbUChkqRfkUcFWb73+O1voh6KZWEBNofVRLUp4OAGd7ObnF5qX15HydJT+1\n7N+ejtZv7LUR4e2ETGbH2ZQCGzSxxs3LB72uGF1xeWxpXk6mOa9C3CuYl+LO/LXHKs0v1ByHXJif\ny/E9v3D57AlmPNaPGY/144cNy8nNSGXGY/24cv6kTX3dDB5evui0xWgrjL/cbHM/7pXue05mOscO\n/GGVFhRaNv7ycm463xZZ6sLdywe9thhtxetX1pZbpbZyszI4Xele+Yea53thXm6d+YlxGhQKpdWy\nu6evP04ubmRWiNv7Zu0Sft68lqGjp9CtAcdJ1ayXec5W3i2dm5XByUpLxAGNyuTOz6kz/8Y48w8J\ns+T7BTUCICs9xZJ29ugBPLx9aRTZtEE6/R3z6o3H+vHGY/34fsNycjJSeaOe8+pWzjtnD2+MOi36\nCm0V5ppDf5wqeVcLszO5fGy/VZpn2bXWFpiPUlM5OlkdleTo5oHa2YWC7Ayb+rqdEJt8aqYuA9NF\no9H8VDlRo9H8DNTskqsHkVHRqNUOFgMP4MSxo3h5eRMcYh3HdOVKHFOnTCQ1tcID4+xpZDIZ4Y0b\n19nWyjXr2fzVd2z6chubvtzGqKdH4+Pjy6Yvt9G0WQvOnDpJjy7tSLpeHoCekpxEdnYW4eGNbdBJ\nQq124EQlOTy9vKroFH8ljmmVdDp39gwymYywxo3rbCumtTmwWnP+XPl1ijN7CIOCq49xaihhTaJQ\nqdWcO3W8XNZTx3H38CIgyLqvxKuXeXfmy2Skp1rSLl04h0wmI7jsIbtp7Qp+/Hoz46a+Sb9BD1bp\n78N3Z3P04D5em/sBHbtaH60kNWtFQnwcBfnl8YznTx8nunmrys3UyvVcLTpjCRFe5YHkEd6O5GqN\nZBRaG5j+Liqe7RSMu0P5C0iYhwMlpaWk5OuIyzQ/MEPcy70HAa7mN/KMGmI5q6OxlwMJ2Vr0ppo9\nqHUR0CgCpUrNlfPlm57iz5/C2c0Tr0obG9KuX2XjwhnkZpa/RCXGXsDOToZvUCNGz1rMpIXrmLDg\nYyYs+JieQ0bg4uHNhAUfE9w42qa+boaQ8AjsVWounjtpSbt49gSu7p74Voo3S06MZ8W8V8nKKNcp\n/tI57GQyAoLDbjrfFlnqIrCRua0rFdq6fP4kLu6eVTahpCZeZf2CN8ipcK+uxV7ATibDL7hRnflu\nXj4Y9DrSk65Z8vNzsigsyLP09dPna9i3YxvDxk7jjr6DbdKlIkFhkdir1MRV0Cvu3Clc3D3xCbDW\nKyUxnrXvvk52het99dL5MrnD6sxvHG2O2EqMu1je5rUrgHnD1g3iNWdo0qz+Z15WJtDGefXZwhlW\n96LivBozazEvLlzHxAUfM3HBx9xVNq8mls2ruvqyRZa68A5pjMJeRdKlM5a05ItncHD1wM030Kps\nVnICO5a/TUFWermu8Rexs5PhERBKyuULrHphCHkZ5b9p+ZlpFOfn4hEYalNfgv8N6trkkyFJ0jCN\nRrO5YqIkSQ8DGTXUqRdqtZrBQ4ayYN7bODu7oNfrWLp4IcNHPA5Abpm3y83NnbZt2xMZFc3M6dN4\n6ZXXyMnOZs5bMxj60DC8yja+1NZWQKD1pHN390CukBMSan77kpo2xdfPn9kzpzNl6qvodDree2cO\nHTt3oUWr+kcCqNVqBg15gPfmz7HI8eGSRQx7tKpObdq2JzJKYtbrrzLlldfIzs5i3uyZDHmwXKfa\n2goKDqFX7768/ebrvDZjNgqlknlvzeSObj0IDLLth64uVCo199x7P6uXmHeHG/Q6Plu9lIFDzcHy\n+Xnmt1cXVzeaxbQlrEkUi+e9wTPjp5KXk82KhW/T576huHt6cfnSBb7auIbBDz9Om45dyM4qH0au\nbu4cPbifP379gWcnTKVR4wirfHcPL5q1akNIo8Z8MOd1Hh8zAc3ZU+zZ9ROzF660SSdDSSl/xmcz\nrLU/nxy+jlIu4/4WvvwRa/YEOCrN715FhhIuZRRyPVfLyHZBfHkqBRd7OY+2DWDv5WzydSbAxNHE\nXB5vG8jG48kYS0p5tG0AZ1LyySyqf2xRkKvaygvaEJQqFR3u7s93az5A7Tgdo0HPTxtX0nXAULM+\nZYa5o4sr4U1j8G/UhM1L5zLoqQkU5uWwbeV7dOozyLJpoCJOLm7I5HKrTQS19XWrsFep6db7PjZ9\n9B4Ok2diNOjZtn4595Rt9CjIN48/Zxc3Ipu3ITg8krXvz+KR0ZPJz81hw7J59Ow3BDcPL5xc3G4q\nH6hVFltQqlR07DWAbR9/wKNOzhj0en74bCXdB5hfuireqybNYggIi+DzJXO4/+mJFObmsOWjBXQp\nu1eOzq615ju5uBHSJJovPpzP/U9NwM7Oju3rPySkiUR401YkXr7Izm2f0nPQMKTWHS2eVAAnVzeb\njvSxV6nofM9Atq5ehIPjGxgMerZ/9hF3DnwIgMIyvZxcXIlo1prAsAg+W/w2Q5+ZREFeDptXvEvX\nPoNxdffEydm11nyA1nfcxaZl8xj+wivIlQq+WPEuzdp1wauCgZl0NY5WnRt+DvCNefVthbG+Y+NK\nutUwrwIaNeHLCvPqq5Xv0bmWeSWvZl7V1FddstiCwl5F0+592btxOSoHJ4wGPQe+WkvMPeYXDG2B\n+WQMtbMLgVEt8Q5uzM4179H9kecpLsjlj/WLad6zP45uHqicnHH29Oa3de/TbfgYTAYDez9fQXCz\nNvg3jgaota/bldstLvKfxK66AO8bSJIUAWwEJCAJKAUCgUvAIxqNps6trvnakho7uGHI/fLzDuyV\n9gwcfD/jJ05BJpMx+mnzgbGr1mwAzLvB33t3Lof/OohcIaf/gEGMnzTZEuxcW1uV2fz5Rj7bsNbq\nSz5J16/z/nvzOXrkMCWlJdzZ826mTH0VV1e3KvVNtVwznU7HwnfmsvMXsxwDBt3P2ImTkclkPP+0\neYf4ijXrLTotWjCPI2U63TtgEGMnvmilU01tgXlz05JFC/j15x8xlZTQo+fdvPTKdMsu8orcf+89\njBj5ZK1f8knK1taYp9fr+HjJu+z/41cUSiV3972Px0dPQCaT8fok84HHb39gjprITE9jzbIFnDp2\nCLlczp29B/D46AkolUo2rvmQrZ+tqbaPD9Z+ybZN69izc0e1+Zt+3IeDgyNpKUksf+8tzp8+gYe3\nD4+Meo47e/evts6ygzXHoypkdjwc40+7YFeMplIOJpR/yWdSd/PLxwd7zfXd1AoeivEn2scJU2kp\nhxJy+eZMKjecjUq5HUNb+tEu2A2ZHZxKymfzyZRqz7F8q28EOy9lWr7kc4MXezTicmYx356tOyyj\nd0TVH6obGPQ6tq9dwsk/f0ehVNKuZz/6jRiDTCZj5UzzhwnGzFoMmHcrb1+3lNgzR5HL5LTp0Yd+\nI8ZYNmVU5M8d29izfbPVF0dq66sy818YRo/7htX6JR9vdfWxWAa9js9XLeLw3p0olPbc0as/Q0eO\nRSaT8e6r5o8pTJ23AoDszDS+WPU+508eQSaX0+WufgwdOdai083m1yZLdeTWssHPoNfxzZolnPjz\nNxQKJe3vupcBj5mv3/IZ5g02L8xeYm4nM51v1i7h0umjyORy2vXoy4DHyu9VXfn5OVl8t/5DLp48\nAqWlRLXuwOAnx+Ps6s6OTavZ+dWn1cr40vufEBBadSVHWYO+N/T66uMPOLbfrFenu/tz3+PPIZPJ\nWPK6eSPjhLeXAeawhq/WLObiqSPI5Ao63NmXQY8/Z5G7rny9Tss3nyzj2L5dlJSU0LJjNx585kWr\nXeQzn32APg8+Qde+1cfh36DYWPMRYga9ju8qjPX2dcyr79YtJe7MUWRl8+peG+dVTX3VJ78yCXk1\nH3lmNOjZu2kFsYd3I1coie7amy5Dn8JOJuPrd82bL4dMXQCYd3vv+/wjEs+fwE4mR+pyN10efMqy\nWScvI4X9m1dx/cIpSktLCW/ThW7Dx6Au2/FeW1+V2TD1CVr3fbDWL/lM6Bb+r1t33Rfua/iSUwPY\nO6Xbv65zfanVwLyBJEmBQAjmJfUEjUZzvY4qFmozMG9XajMwb2dqMzBvV2ozMG9najMwb2dqMjBv\nZ2ozMG9najMwb1dqMzBvZ2ozMG9n/gsGZo9F+/9Rg2DP5K7/us71pc51D0mS2gOPAcGACUiUJOlr\njUaz7+8WTiAQCAQCgUBw+1HXMUVjgE+BbGAH8CuQC6ySJOnFv188gUAgEAgEgv8mYhd5zdTlwZwC\ndNRoNFYH80mStAT4C3j/7xJMIBAIBAKBQHB7UpeBacLssaxMPnD7Hr0vEAgEAoFAcJOIXeQ1U5eB\n+TOwXZKkdcA1yneRPwVU/aC3QCAQCAQCgeD/PXUZmHOAB4ExVNhFDnwLrPh7RRMIBAKBQCD47yIc\nmDVTl4GZCIzVaDR9/glhBAKBQCAQCAS3P3UdZHYdeEqSpK8lSWr0TwgkEAgEAoFAcDtgZ2f3j/7d\nTtRlYOYAPYCjwHFJktZKktRdkiR5HfUEAoFAIBAIBP9PqfNTDBqNxqjRaN4GIjF/InIpkCtJ0sW/\nWziBQCAQCAQCwe1HXTGYFn+sRqPJBOYB8yRJcgci/k7BBAKBQCAQCP7L3Gar1v8odRmYi6pLLDt4\n/citF0cgEAgEAoFA0BAkSRqA2RmoAk4BT2s0mrxKZcYBz2M+ejIOeFaj0aRJkrQVa+dhOLBbo9EM\nkiTpPmA95pOEbtBdo9Hk1yRLrQamRqP5tP5qCQQCgUAgEPz/QfYfcmFKkuQDrAO6ajSaS5IkvQPM\nB16oUKYd8BIQo9FociVJeg94Cxij0WgerFCuA7AVGFuWdAfwnkajmVtfeeqMwRQIBAKBQCAQ/Ofp\nAxzWaDSXyv6/AhghSVLFcMejQGSZcakGgoDMio1IkmSP2Vs5SaPRXCtLvgO4W5Kkk5Ik7ZUkqUdd\nwggDUyAQCAQCgaAB2Nn9s391EIL5q4s3SARcAZeKhTQajUGSpPvL8ntg9npW5GkgSaPRfF0hLRP4\nCGgNvAp8LUlScG3C1BWDKRAIBAKBQCD47yPDHFdZGVPlBI1G8w3wjSRJzwI/S5IUodFoSsqyXwRG\nVyr/QIX/7pMk6U+gN1WNUythBAKBQCAQCAQ28h87aD0BCKzw/yAgW6PRFN5IkCQpQpKkbhXKrAUa\nAR5l+W0wOx93V6jjLknSaxWX2jGfMmSoTRhhYAoEAoFAIBDc/vwCdJYkKbLs/88B31YqEwB8IUmS\nd9n/RwBnyo6iBLgT+E2j0VT0hOZj3uzzAFiM0I7AT7UJIwxMgUAgEAgEggYgs/tn/2pDo9GkAU8C\nWyVJOg+0BKZIktRekqQTZWX2AnOAP8rShgP3V2gmEoiv1K4JGAy8JEnSGczL4sM0Gk1GbfKIGEyB\nQO7SAbQAACAASURBVCAQCASC/wE0Gs2PwI+VkrMwb865UWYF5h3m1dUfW0P6EaCLLbIIA1MgEAgE\nAoGgAdQjLvL/LWKJXCAQCAQCgUBwSxEeTIFAIBAIBIIGIByYNfO3G5j/i+5j+f+eSgDkFtV64sBt\nSe8Iz39bhL+FZbuv/Nsi/C30bOrzb4twy/Fy/N98jy/Ul9Rd6DajUF/luMD/CZLz9P+2CIL/h/xv\nPvkEAoFAIBAI/mbs+B/1ON0CRAymQCAQCAQCgeCWIgxMgUAgEAgEAsEtRSyRCwQCgUAgEDSAug4/\n//+M8GAKBAKBQCAQCG4pwoMpEAgEAoFA0AD+F0/KuVUID6ZAIBAIBAKB4JYiPJgCgUAgEAgEDUA4\nMGtGeDAFAoFAIBAIBLcU4cEUCAQCgUAgaAAy4cKsEeHBFAgEAoFAIBDcUoQHUyAQCAQCgaABCAdm\nzQgPpkAgEAgEAoHgliI8mAKBQCAQCAQNQJyDWTPCgykQCAQCgUAguKUID6ZAIBAIBAJBAxAOzJoR\nHkyBQCAQCAQCwS1FeDAFAoFAIBAIGoA4B7NmhAdTIBAIBAKBQHBL+Vc9mAaDgUUL5vHzjh8AGDzk\nQcZNnIxcLq9S9mr8FRbMn8PJE8dwcHRi4KD7eX7sBJRKZb3aqqt+bm4OC+bP4c/9e1EqlQx54CFG\nPz8Omcw2G9xoMLBwwXx+KZNj0JChter03vy5ZTI5WmRSlMlkS1sfLn6fn3Z8z/afdjVIljr1Mhr5\nfPX7HNz9CwA9+gzioZEvIKumrZTrCXz20UJiz59CpXaga68BPPD4GBQKRb3yb1BaWsrCGZNo3bEb\n99z3ULVy/bHjaz5ZNp9PfvjLZp1MRiPff7KMk/vN16z93f3p9+joanVKT7rG9rVLiNecRqV2oO2d\n/egz/GnkiqpT6KdNqzixbxfTlm+2ua/S0lLWzZlKdLsu3HHvAzbrBCCX2fFC9zDujvQCYMe5ND4+\nkEBJadWywe5qxvYIp0WAC8UGE79cSGfdwWuYSkrpG+3D1N4R1fYx6asznE7KR62Q8Xz3MHpEeFFa\nWsru2EyW743HYLLuTCmzY/mwlqw5kMDB+BybdSoxGTmydTXxR3cDENGlD60Hj0Qmq3qv8lKvc3jL\nR6RfPo9CpaZJp17E3Pc4Mrn5XqVfPsfPC1+2qqOwVzP8/a+qtHX82/XEH/mDIW+tq3f7tmAyGtnz\n+Udc/OsPAJr36McdDz5ZrV7ZKYns3ricpNhzKFUONO16D12GjKx2DO7fuhbNwT946r0NljRdcSF7\nPl/JleMHAQhr1YHuj4zBwdkVgJISEwe+Ws+5fb9gNOgJa9meno+Ps+TbQonJyMEvVxF32KxXVNe+\ndBgyqlq9clMTOfDFR6TGnUOhUhPZ5R7aD37Ccj1T486x/d0pVnUUKjWjlnwNQGF2Oge/XEWS5hQy\nuZyQFu3p9OCzqJxczNct6Sp/bVlN2pULKNUOhLfrQfvBT6CwV9ms07GvVnP16B4AGnfpTcygGsZg\n2nWObl1JRtkYCe/Yi1YDH6swBs+z8/2qY/ChhVtvSb4tyOzg4Rh/OoS4AbA/PoevT6dSzeMCX2d7\nhrf2p4mXIzpjCQeu5vDt2TTLs8UOGNzClzvC3FHKZJxNLeDz48kU6k0AuDsoeDjGH8nHCVNpKWeS\nC9h6KoUiQwkAbmoFw1sHIPk6YTCVcDQxj69Pp2Ko7uEl+M/zrxqYyxYv4sCf+1m8bCVFxUW88dor\nODk788zo563KGQwGxj//LC1atuKzL74iPT2NGa+9gkKh4IVxE+tsqz71X5o0jtycXN5fshyZTM7b\ns95Ap9MxcfLLVeSuXaf3OfjnPj5Y9hFFxUXMqEEno8HAhOdH07xlKz79Yivp6enMLJPpeYtO9Wvr\n/LmzbFi/Fl9f3wbJUh+2fvIhZ44d5MU3F6ErLmbVwjdxcHRi0PCnrPUyGln4xkQaS815c/F6sjPT\nWb3wTeQKOUMff67O/BuUmEx8+tF7nDl2kNYdu1UrU2Z6KpvXLrVZlxv8tGkVF08eYtSr89Fpi/ly\n6RxUjk70GvqEVTmT0ci6OS8TEtmU8e+sJi87gy+XzkGuUNBn+NNWZRPjNOz57gtcPX1s7qvEZOLb\nNR9w8eQhott1abBez3QJpX2oG69tv4CDvZxpvSMo1JvYeOS6VTm5zI55g5pyIbWA5zefwsvJnmm9\nIzCaSvnkr2v8fimTQwnWxuDUe5rgbK/gbHI+AC/f04RwL0emfXcehcyO1/pEoDWEsnL/VUsde7mM\n1/tF0tjbqcE6Hf/2E5LPH+Ou59/EqCtm//qFKNWOtLx3uFW5EpOR3z58A68wif6vLKYoN5M/1y/E\nTq6g9X2PA5CTfA33wDB6jXvLUs+umhfJzIRLnNv5FY7uXja1bwt/bl3L1TNHGfTiWxi0xfy8egH2\nakc6DnrUqpzJaOSbRdPxbxzNIzOXUZiTyc+r3kUuV9DlgZFWZVPjL3Hsp604uXtbpf/x6YdkpyZy\n/5Q5AOxav5hd695n4PiZZbKs4/yfu+g3ZhpqZxd+XbOI39YvZsDYN2zW6/DX60g8d5S+42Zh0Gn5\nY61ZrzYDHrEqV2Iy8tOSN/AJl7h/+hIKc7LYvW4BMrmC9oPNcyM7OQGPoDDunTjHUs/Ozny/SkpM\n/LJ8NmpnV/pPno/JoGf/pmX8se49+o6bhV5bxE9L3iBAasWgae9TlJvF3g0fUGI0cMcjL9ik08nv\n1pN84Rh3PjcTo07LgU/NY7BFv6pj8I/lM/BqJNF36gcU52ZycMMiZHI5rQaax0heSgJugWHcNbbC\nGKyw1Hqz+bYwpKUfzfycWbY/AZVCxlMdgtAaTPx4IcOqnMwOJnRrxJWsYubsuoy7g4InOwRjKoXv\nzqZZ2uoc6saav65TqDcxsn0gI9oGsOpgInbAC3eEUqAzsWhPPEqZjEfbBvBkh2A+/DMBgGc7B6M1\nlLDg9ys4qeSMah9EKbDlZEqDdPsnEAvkNfOvLZHrdDq2fvkFL055hZYxrenU+Q7GT5zM5k2fUVJS\nYlU2PS2VZi1a8tqM2TQKC6d9h07c06cvx44crldbddU/f+4sx44eYfbcd4hp3ZaWrWJ4fcZsPt+4\ngeKiIpt1mmQlxxS+3LSxik5paWk0a9GC12bMKpOpI72q0amutgwGPW++/ioxMa0bLEtd6PU6fvtx\nG8OfnkhEdEuat+nIQ6PGsnP7l1Xays5MIzyqGaPGT8M/KJSmrdrRoVsvNKeP1ysfIC35OvOmPcep\nIwdwLPNCVMe6JXMIbRxlky43MOh1HPzlWwY8MZbQqOZEtmpPvxFjOLBjWxWdcrPSCW4SzZDRL+ET\nGEKT5m1o2bknl8+dsCpnNBjY8uE8GkW1sLmvzNQkVs6ciObEIdROzg3SCUApt+O+ln58tO8q51ML\nOHYtl4//TGBIjH+VB6G3kz2atALe/+0yiTlaTl7PY09sJjFBZo+V3lRCdpHB8tfM35nWQW7M/eUS\nJaVm72fPSG/m/nwJTWoBZ5Pz+eSva0h+5fJH+jixfFhL/Fxs8xZVxGTQc3Hvj7R94Gl8wqMJiG5D\nm8Gj0OzeTmmle1WUk4lXoyg6PTIeV78g/KNaEdq2G2mXTlvK5KYk4BYQioObp+VP7eJu3afRwIFP\n38encVOb268vRoOeU79/T4/howlo0pTQ5m3p+uBTnNj1bRW9CnMy8AuL4u6RE/DwDyY4OobIDj1I\n1JyqIvevH79HQESzKv1dPnGANr2H4BsWiW9YJG36PEDCOfO80xUXcuLXb7jr8XGENGuNT2gTug9/\nlszEeExGo816nd/9A50efBbfxk0JatqGDg88ydnfv6uqV3Ym3o2i6DZiPG5+wQRKrQhv252Ui+XX\nMycpAY+AUBzdPC1/Dq7m+5WZEEdmQix3jpqCV3A4vuESXYY9x7XTh9AVFXD97FEM2iK6PzYBd/8Q\nAqUY2g16nNhDv9ukk8mg59K+H2kz5Bm8w6Pxj25NzKBRXNzzffVjMDSKjsPH4eobhF9kK0LadCUt\n9oylTG5KAm7+ITi4elj+Ko7Bm82vLwqZHXc29mTrqVSuZBVzIa2QbWdSuSvCq8rzwsNBydXsYjYe\nSyKtQM/F9CKOJeYS5e0IgFoh4+4ITzYdT0aTXkhirpYtp1IIclUjs4NQDzWNPBz45PB1rufqiM8u\nZvOJZFoFuuCglOGolBHp7cSP59NJztcRm1HE/vhsmvo2/MVU8O/yrxmYFy+cR6stpm279pa0tu06\nkJWVSeK1BKuygUHBzF/wPs7O5h+ui5oL/PHbLjp27lKvtuqqn5h4DZVaTXTT8odypBSNwWDg3Lny\nh0JDdGrTrn0NOgUxr5JMu+vQqbq2Vn+0nJDQUHr16ddgWeoi4fJF9DotUS3aWNKkFm3Iy8kmLTnR\nqqyPXyAvTJuDg6Ozpe6xA7tp3rpDvfIB4jRnCAmLZNaS9TjUYGzt/vlbCvPz6Hv/I9Xm10VyfCwG\nnZbwZq0saeFNYyjIzSYrNcmqrKdvAI9OfhO1o/lBlxQfy7nD+4ho2c6q3K6t6/HyD6Jll54293Xt\n4lkCGjVmwjurUTs23MCM8HbCQSnn1PU8S9qppDw8HO0JdFNblU3N1/H2T5coMpiXrxp7O3JHY0+O\nXcut0q7MDp65oxFbTySRnKcDoF2IG4k5xcRmlL+E/Xohg8nbzlr+3zrYlT8vZzF+S/3nUWWyEi9j\n0uvwiyg33P0iWqDNzyE/I9mqrLOXH92fnoa9g/lHLzvxMoknD+AfXf4ClpucgKtvUK19nt7xOS4+\ngTRqY+09r0/79SU9IQ6jXkeQ1NKSFiS1pDgvh5w0a71cvf3p/8J0VA5Olrpxx/8ktFkbq3J/fbsR\nd79AItt3r9Kfg7MbFw7+hq6oEF1xIZq/fse3USQASRfPYCeTER7TyVI+pGlrnpi3ptol+NrIumbW\nyz+y/H4FRLZEm59DXrq1Xi7efvQa/Sr2ZXplXrvM1ZMHCGxafj1zkhNw8wuuti8Xb3/6jn8LRzdP\nS9oNT57JoMe3cVPueX4GcqU9FQpQYjRUMQxrI7tsDPo2aW5J823SHF1+DgXVjMGuT72CsuIYOXUQ\nf6nCGEy5hqtv9Trdivz6EuKuRqWQcSmj0JJ2Kb0IV7UCH2d7q7KZRQZW/5WI1mi+bsFuKmICXTmf\nZq4b4e1IaSmcKlvdALiYXsTMX2IpKYWMQgNL9l4lT1f+wnJj4Vspk6E3laI1mrgjzB2FzA5XlYLW\nga5czS6+aT3/Tuzs7P7Rv9uJf22JPC0tFbXaARfX8vgeL2/zkk5qagqhjcKqrffQkIFcjoulabPm\njHh8pM1tVVff28sbnVZLdnY2Hh4eACQnm3/4s7OybNAprUY50lJTa9Tp4SEDuRwXR9NmzXn08VH1\nbuvCubN8vXULn3/1Dbt+/eWWyFId2Znp2KvUODmXexPdPMwP9OyMNPyDQqut99rzw0lKuEJYRDR9\nqjEEa8rv0rMvXXr2rVGezPRUtn6ynKnzPiQzrWFLJ7lZGShVahwqeEhd3M065Wam4R1Q/cN70Ysj\nSUuMJ6ixRPeBD1vSr1++yKGd25n03lpOH9xtc1+tu/emdffeDdKlIt7O9hQbTJaYJ4CsQgMAPs72\nXM/VVltvzaMxhHk5okktYOuJpCr5d0Z44eNkz+Zj5XmBbmqScnUMbO7L0DaB2Mvt2BObxdoDCZaY\nqS3Hk6u0ZSvFOZnI7VXYVzC81a7meVqUk1Gjsbj9refJTUnAMzSCpnffb0nPTbmGXGnP93PHoSvI\nwzeiOe2GPmsxUjITYrm07ycGvraMhOP7a5SrpvbrS0F2Bgp7FaoKejm5eZTlpePhX71en05/lqyk\nBIsX8gZp8Zc4s/tHRrz1EbGH91apd/eoify86l0+GjcUADdvfx6avgiAnNQkXDx9uHLyL/769jOK\n83Np1LI9PYaPQeVomwepMCezil4OZferMCcDN7/q9dr65hhykhPwDo2kxT1DLOnZyQnIlfZse+sF\ntAV5+Ee2oPNDo3F080Tt7EpIi/ZW7ZzZ+TWuvkGW++nkUR4qUFJi4uxv3+LXpFm1YRE1UZxb2xjM\nxKWGMfjDnBfIS0nAMyQC6a7BlvS8lGvIFfbsmDcOXWEePk1a0PaBZ3Aok/lm8+uLu4MCnbGEYkO5\nsZ2nNVry0gr01dab2bsJgW5qrmYVs/NSJmCOz8wqMtAqwIWBzXxwVik4m1LAlpMpaI0lFOpNnE0t\nsGrnnkgvUvN1FqPzs6PJPNomgK7hHsjs7LiSVcTnt+AZIvh3qHOGSZKkliTpfkmSxkmS9LwkSfdJ\nklTzumU90Wq1qFTWb0j29ub/G/SGGuvNnvMOK1atQ6fTMWXiOJvbqq5+i1atCAltxNzZM8jLyyUn\nJ5v3F8xHrlBgMNQsS1WdimuUQ6+vfqLekGn5qrXodFpesuhUe1sGg54333iNiZNfxtvbp0qbDZWl\nOvQ6LUp767YUZR6B2q7P6ClvMnXOMvR6HUvenmpzfk2sWzKXXvc9REhY9RtQ6oNBp0WptNZJXmFz\nVU0MGz+dZ2YswqDXseHd6ZbyWz6cR//Hn8fFw6tKnYb21RBUChkGo7VnxmAy/18pr3m6z/81lpe+\nPotKIWP2gOgq+YNa+vPT+TQKdOWGq6O9nGb+ztwV5c2CnbEs/uMKPSI8eb572K1RpgyjXmftgQLk\nCvP1K6nl+t0xcgq9xs/BpNeze+XbABi0xRRlp1NiNNB5xAS6jnqJwqw0flv2BiUmo2VpvO2Qp+r8\nsa6ufVv1UtSgl8lYs159n53KkJfnY9Tr2L50lqX8L2sW0u3hZ3GqQe7slEQ8/IMZOvUdhk59B5Wj\nEz+veofS0lIM2mIKc7I49N1GegwfQ78x00i/GsuOj+Y1SK+a7peplvvV86mXuXfSXIwGHTuXzwbM\n96swOx2T0UD3xyfS86mpFGSmsWPxdEpMVZfuT/70JVeO76fLsDHV9nHgixVkJV6h49BnbNdJYfu9\n6vLEZO4a9zZGg569q8vGoK58DHZ8dAJdRr5EUXYavy+fQYnJeNP5tmAvl1meDxZdy14OlbUY4GsP\nX+f9PfEo5Xa8cEcIYF4id3NQMKCpD1tOprLmr0RC3dU806n6l/W+kjdtglzZXCG+MsBVxaWMQt79\n/QpL913F2V7BsNYBNun0TyOz+2f/bidqNTAlSeoCxAITgE5AV+BF4KIkSb1upmOVSoW+kvF3w/BR\nq9XVVQGgabPmdOzchZmz53L40EFiL120qa3q6iuV9ixYtIT4+Cvc3b0z9/XrRfuOnXBzdcPJuf7L\nlSqVukE6RZfJNMNKp9rb+njlCnx9/Rg4uHrPSUNlqQ57e1UVQ8hoMLelqqWtsIhomrXuwDOT3uD8\nySMkxsfZlF8du3/+jtzsDAY+PMomHSqjrEanGz9+SlXNOgU1jiKiZTseemEacWeOkZJwmd++2oCr\npzftevartk5D+2oIemNJFUPyxv+1RlN1VQC4lF7I8cQ83t0VR9sQN8I8HSx5Xk5KWgW58uuFdKs6\nxpJS1AoZs3Zc5FxKAYeu5rB871UGtvBDeQufhHKlfRVD8saPuty+5uvnFRpBQHRrujw+iZSLJ8lJ\nikepduDh976k53Mz8W4UhX9UK+4c/Tq5yQmkXjzN6R1f4OjuRZPO99QpV3Xt24JCqapinNz4v7IW\nvXzDIglt1obeT08h8fwJMhLjOfTdJpw9vGjWrXoveE5aErs/W06vUZMIjo4hODqGAeNmcO38Sa6X\n7b7Wa4vo/cxLhDRrTXB0K+55ajJXTx8mJ/V6tW3WrJd9jXrVtnPbOzSCoKZt6DFyMkmak2RdN9+v\nJz7YSp+xb+ITJhEoteKe598gJymBpErxp8d/2MThr9dxx7DnCWnRwSqvpMTEvs+WcGHvT9z9zDS8\nQhrbpJNcaU9JA3TyDInAX2pN5xETSb14yjwGVQ4MfXczPcbMwKtRFH6Rrej2zHTykhNIvXT6pvNt\nwWAqRSG3nquKsrmrN9UcQnAtR8uFtELWH0ki2teZQFcVplJwUMr55Mh1NOmFXMooYsPRJFoGuODj\nZG2c92/qwwMt/dh8IoWzKWavZpSPI70iPVl76DpXsoo5k1LA+iPX6RbugZej0ia9BP8N6loiXwkM\n0Gg0JysmSpLUCvgUiGlox35+/hQXF1FYWIBTWZxdRob5B8zHz8+qbHpaKqdPn+LuXuUPzyYR5tih\nnJzsOtuqqz5AZJTElq+/JyszEydnZ0pMJhYvWkBwcIgNOvmVyVGIk5OTlRy+VXRK48zpk9xVQaYI\ni0w5dba14/vtZGSk072TOQ7QaDRgNBrp3qkdS5avtEmWuvDw9kWnLaa4qBCHsuWynCzzsoiHl7X3\nNDszncuas7S7o6clLahREwDy83LqzK+LA7/vIPnaVcYOMxsANzbJjBnak5HjpnHHXdUbeZVx8/JB\nrytGV1yEqixWKi/HrJObp/Xu27ysDBIunaNFpx6WNL/QcAAK83M5vucX8nOymPGYuW+TyUiJyciM\nx/rx5PR3bOrrZkkv0ONgL8dBKbMse3k5mR/OGZWWu7yclET7ubD/cnkYSHymOZ7SzUEJmGOfOjXy\nIDVfhyat0Kp+ZqGerCKDZUkN4Fp2MXKZHd7O9pZYzZvF0cMbo16LQVuEUm2+fsV5Zpkr7vAG83Jl\nRryG0NZ3WNLcAxsBoC0wx6XeiPe7gYOrB/ZOLhTlZHDl8O8U52bxxYvmZeSSEiMlJhNfvDiUu8fO\nwtk7oM7264uzpzcGnRZ9cZElprMwx6yXUyVPeEF2JimXLxDRrqslzSsorKzfXC4c2EVhThbLnzMv\nw5aYTJhMRpY/N5jBk9+mMCcLuVJptezu6u2Hg7MruWkplv68ynQB8AwwP/vyMtNwr2FZuzqcPLwx\n6rTotUXYl92votzq9SrMyST9ygXC2pTr5RlU+/1ydPVA5exCUdkcAjiw+SPO/v4dXR8dR9M7B1iV\nLzEZ+f3jd0g49Rf3PPc6jWI611sXS5/uVcegNs/82+HgVmkM5maSGa8hJKZ8jLiVXVddYe1jsLhM\np5vNry/ZxQbUCjkqhQxd2cqHm4PCklcRN7WCcE8HTiSVx1hezzOH3Dir5OSUla8471PK/u3lpCS9\n0Pz8eTjGn7siPNl4LIk9l7MtZcM8HMguMlpiPAHiy+IvvZ3sySy6tas9t4rbLS7yn6SuJXJ5ZeMS\nQKPRnKpH3VqJlKJRqx04fuyoJe340SN4eXkTEmId03fl8mWmTp5Aakq5K/3c2dPIZDLCGzeps626\n6ufl5fL0yBEkJ13H08sLlUrFnt2/4+3jQ3jjJg3Q6Ygl7cTRo3h5eRNcRac4pk6eaCXTWYtMjets\na+Xa9Wze9h2btmxj05ZtjHp6ND4+vmzaso2mzVvYJEtdhIZHYq9Sc/Fs+a7pi2dP4OruiW+lWMXk\na/EsmzuNrIzUcl0vncNOJiMwJKzO/LoY89Is5qz4nNlLP2X20k8ZMWYyALOXfkqbTlU3NtREQKMI\nlCo1V86Xe0Hiz5/C2c0Tr0qxb2nXr7Jx4QxyM9MsaYmxF7Czk+Eb1IjRsxYzaeE6Jiz4mAkLPqbn\nkBG4eHgzYcHHBDeOtqmvmyUuo4hig4mWgeWxty0DXckq1Fcx+EI9HHizfxTeFbwLkq8zppJSErLK\nA+ub+btw+npV4+lMcj5eTvZ4VvAuhHk6oDOWkHULfww8gsKR26tIiy3fPJQWexa1izsuPtbLZ7kp\n19jz8VwKs8uPWMm8egk7Oxlu/iFkXLnAF5MfpCCzfPwVZqWhK8jFzT+E3hPnc9/05Qx4dSkDXl1K\n8z4P4+jmyYBXl+IZGlln+7bgE9IYhb2K6xfLN0Bdv3gGR1cP3H0DrcpmJSfww4dvkZ9V7kVOvXIR\nOzsZHgGhDH1lAY+9vZJHZy3n0VnLaT9gGM7uXjw6azl+YVE4e3hj1OvITin3RhbmZqMtyMfNN4DA\nCPPmlbSrl8r1um4+asrNx7YlSs9gs16pl8r1Sok9g4OrB64+1nrlJCewc+UcCrPL9UqPN+vlHhBC\n2pULrJ/wAPkVnhcFWWlo83NxLzOAj363gXO/b6fHyBerGJcAezZ8QMLpw/Qe+2aDjEsA97IxmB5X\nYQzGVT8G81KusW/NPIoqjJGssjHi6hdCRryGLS89VO0YdPW/+XxbSMzRojOWEFm2ExzMm3VytQYy\nCq3ncICrijFdQnB3KPdLhXk4UFJaSnKejriyl9NQ9/LVj0A3s3c3vezl9r5mPtwV4cn6I9etjEuA\nnGIj3k5KVBVWYAJdy+oX2hbWJfhvUJcH86okSdOA1RqNJhNAkiR3YDRw5WY6VqvVDH5gKO/OfQvn\nuS7odTqWLl7E8BHmc8Jyc83eLDc3d9q0a0+UFM2M6a/w8rTpZGdnMWf2TIY+NBwvL7MHqLa26lNf\nr9excMF8JkyaQmLiNd6Z9xZjx0+y6e3khk4L5r5dQY6F1erUtl17IqVoZk6fxkvTXiMnO5s5s2cw\n9KFhVjrV1FZAoLVh4u7hgVwhJyS03ANRW31bsFep6dFnEJ+teA9HJ2cMej1bPvmQPoOHAVCQb951\n7OziRlSLNoSER7J64SxGjJlCfm42nyybx133DsHNwwsnF7da8+vCw9v6rM/kRPOPoF+gbQ9WpUpF\nh7v7892aD1A7Tsdo0PPTxpV0HWD2XBXlmw0qRxdXwpvG4N+oCZuXzmXQUxMozMth28r36NRnkGWz\nTkWcXNyQyeVWG4Vq6+tWojeVsONcGuPvDGf+r7HYy+145o5Qtp00B8q7qMxTPl9n5FRSPnEZRUzr\nHcGyPVdwd1Dy4t2N+f5MqpX3ItzbkX1xVT0jJxPz0KQWML1vJB/ujcfZXsHoro346VyaxRtyK1DY\nq4jo0ofDX65A6eCEyaDn+LefEF22aUJXaPaoqJxc8ItsgUdQOH9uWEiHh8agLcjlr03LiOx+WUyI\nYwAAIABJREFUr9nL4+iMo7sXBz77gPYPjsZk0HNky0r8o1vjHV419lTt5IqdTI5LmcFXV/u26tW8\nRz/+2PghKkcnjAY9+7eupXVvc9jLDQ+e2tmVoKiW+IQ05pfVC7hzxAsU5+ew65PFtLxrgGVjUEUc\nnM1y3/A8+jeJxjcsil/XLuTOR5/Hzs6OvV+swjc8kqCoFtjJZER26M7OtYvoNWoSMoWSXZ8sJqxV\nR9x8/G3WK6prX/78YgV3lt2vw9vW0fxu8/3Slt0vtZMLAVEt8QoO5491C+ky7Dm0Bbns+2wJ0T36\nmz2Vjs44enizZ8P7dH54DCaDngObVxDYtA2+4dFkJMRy4sfNtOz9AMHN2lk8pebr5sa1M4eJPbiL\nLsOfxzMozCrfwdWj3s93hb2KJl36cGTLR3Qp0+nkd58Q1XMQYD0GfSNa4B4UzoFPF9HuwdHoCvI4\n9MVSIrpZj8G/Ni6m7dBnKTHoOfrVKvyk1niHSZiMhpvKtwVDSSn7r2QzvHUA6w4nopTLeKCFH79d\nKlshUJoPkS8ymLiYXkhijpYnOwSx+UQKzio5j7UNZE9cNvk6E/k6E0eu5fJE+0A+O5qEsaSUx9oG\ncjo5n8wiAyHuavo39eHXi5mcSynEVVVufhTojZxMzidPa+TJjkF8ezYNB6WMR9sEcjQx95a+sN5q\nhAOzZuxKS2s+IV+SJG/gQ2Ag5eeJ2gHfA2M1Gk1aTXVvUKCruQOdTseC+W/zy887sFfac9/gIYyf\nNAWZTMbop8yG0Kq1nwLmnc/vvTOHQ38dRK6QM2DgIMZPmmLZPFFbW/Wpfz0xkblvz+Tk8eN4enry\n2MgneXj4iGrlLq32GwflOr03f45FjoGD76+g0xNlOm2oINNcDpfJ1H/gIMZPmmylU01tVWbz5xv5\nbP1aqy/52FIf4My1mpf49HodGz9ayKG9O1Eo7el2zwAeGjUWmUzGvGnmg9tfnb8CMO8s37hqEedO\nHEEul3PH3ffy0Kixli8U1ZVfkSlP3s+9D4yo8Us+Jw7t44NZU2r8kk9KUfW7psF8PuX2tUs4+efv\nKJRK2vXsR78RY5DJZKycaT7sfsysxQDkZqazfd1SYs8cRS6T06ZHH/qNGFOtzH/u2Mae7ZutvuRT\nW1+Vmf/CMHrcN6zWL/ks213z+51Sbse4HuH0jPTCYCrll/NprP4zgVJg4RDzUVxTvj4HmJeexvYI\no02wG6bSUnZeSGf1nwmWQH+ATaPasulwIt+frTrdXdUKxvUIp0u4BwZTCTs1Gazef7XaL2/sGt+F\n6dvP1/oln55Nq25YA/ORM4e3fMTVo3uRKZQ06XwPbQaPwk4m45cPpgHQZ9J8wLyz/MiWVaRoTmAn\nlxPe8W7aDB5l2ZRRkJnK0a9Wk3rpNKWlpYS06ky7B59F5Vh176Lmj+2c27XN6ks+dbVfGS/Hmt/j\njQY9uzcu5+Kh3cgVSpp160PXB5/CTiZj63zzRx4enLbALHd2Brs3reDauRPIZHKi7+hF14eeqrbf\nkzu/5ehPX1l9yacwN5u9X6wi4dwxKC0ltHk77nz0ORxczF9wMei07N28mouH/qC0pITGbbrQc8TY\nGneRF+prfokwGvQc+GIFl4/sQa5UEtmlNx2HPImdTMb3C80b+gZOedfcTnYGB778iKQLJ5HJZER0\n6kWHB5606JWfkcrBLatIuXiK0tJSGsV0pvPDY1A5uXDkm/Wc2PFFtTI8MGMFJ3/6krgazrwcuXgb\nSrWDVVrF0xcqYzLoObp1JQnHzGMwvFMvWg8yj8Fdi81jsNfE8jF47KtVpGhOIpPLCetwFzGDrMfg\n8W0fkxZrHoNBLTvRbuhoyy71m82vTHJezR5AhcyO4a39aR/ihsFUyoGr5V/ymXxnGACLdscD4K5W\n8HBrf6J9nSkpLeWvqzlsO52GqexnXim348FW/nQIcUVmZ8eJpHy+OJ6M1ljC4Oa+9K9hfs/6JZak\nPB3eTkoejvEnwtsRvbGUE0l5bDudit5U/W/uygeb/+vm3eMbT/6jnxn6dETMv65zfanVwLyBJEly\nwBvzsniaRqOpeRZWojYD83alNgPzdqY2A/N2pTYD83amNgPzdqYmA/N2pjYD83amNgPzdqU2A/N2\npjYD83bmv2BgPrHp1D9qEGx4tNW/rnN9qc8xRQ8CXwE/AN8AX0qS9NjfLZhAIBAIBAKB4Pak1ldr\nSZJmAHcD64BEzMvjgcBTkiS11Gg0r/z9IgoEAoFAIBD897jdzqb8J6lr7eYxoIVGo7Hyr0uStBk4\nBQgDUyAQCAQCgUBgRV0Gponql9HlwH93W5dAIBAIBALB34w4B7Nm6jIwNwD7JUnaBFzD/G36QMye\nzc/+ZtkE/8fefcc3We0PHP9kJ917t7S09CmUDTJEuYqoKKAgzquCVy8upjhQECdLFFDB60BF5SKI\nExeiooiyZJXVNm0ppS2le7fZ6e+PlLShIy2iyP2d9+uVl+Y5z3Oe7zcpycn3nCcRBEEQBEG4ALU7\nwNTr9YskSUoBxgMjATVgB57R6/Xf/AXxCYIgCIIgCBcYd79F3h9YCrwKzAF64Ph5yHcaf6dcEARB\nEATh/yXZX3y7kLj7mqI3gNl6vf4I8AJwn16vDwFuxjHoFARBEARBEAQX7gaYSr1e/1Xj//vr9fov\nAfR6/TZA+6dGJgiCIAiC8Dcml8n+0tuFxN0As0qSpKsb//+gJEkDASRJ6gfU/amRCYIgCIIgCBck\nd1eRTwc2S5KUBRQBWyVJSgPigHF/dnCCIAiCIAh/VxdYUfEv5e4q8sOSJMUDVwGJwAGgANik1+uL\n/oL4BEEQBEEQhAuMuwomer3eAGz8C2IRBEEQBEG4YIgvWm+buzWYgiAIgiAIgtApbiuYgiAIgiAI\nQkuigNk2UcEUBEEQBEEQzilRwRQEQRAEQTgLF9p3U/6VRAVTEARBEARBOKdEBVMQBEEQBOEsiAJm\n20QFUxAEQRAEQTinRAVTEARBEAThLIjvwWybqGAKgiAIgiAI59SfXsFUKv73Rvc2+/mO4M8R4KU+\n3yGcc1Z7w/kO4U9xWffg8x3Cn2JzyqnzHcI5N7Db/+ZzVWu0nu8Qzrlao+V8h/CnMFps5zuE/1mi\nStc28dgIgiAIgiAI55QYYAqCIAiCIAjnlLjIRxAEQRAE4SyIi3zaJiqYgiAIgiAIwjklKpiCIAiC\nIAhnQS4KmG0SFUxBEARBEAThnBIVTEEQBEEQhLMgKphtExVMQRAEQRAE4ZwSFUxBEARBEISzIK4i\nb5uoYAqCIAiCIAjnlKhgCoIgCIIgnAWxBrNtooIpCIIgCIIgnFOigikIgiAIgnAWxBLMtokKpiAI\ngiAIgnBOiQqmIAiCIAjCWZCLEmabRAVTEARBEARBOKdEBVMQBEEQBOEsiCpd28RjIwiCIAiCIJxT\nYoApCIIgCIIgnFPnbYrcYrHw4guL+O7bbwAYf8MEpj/0MAqFosW+OTnHeWHhfFIO7MfDw5Ox149j\nyrQZqFSqTvXV0NDAg/f9m+H/uJzbbr+j1bienjcHf/8AZs565KzzWrpkEZs3OWK5/oYbmTZjVqt5\nncg5zpLFCzjYmNeY68bxwNTpLnm119cfPb4zrFYLb69cyq9bvgNg5LXjmHjvtFb7Opl3grdeXUL6\n4RS0Og9GjBrD7fc8iFLpiKu0uIi3V77E4ZS9KBQKBgy+hHumzMLL2weAutoaXl+2kL27fkOr1XLd\nTXdww22TnP27a+94TlY+evtlft/2PQCXXDmWCRMfRN5KToUnc1n31jKy0g6h1eoYOuJaxt1xH0ql\n8py0dyYWd+w2K3s/WUXOvl8ASBh6FX2vn4Rc3rKv6qKT7Pn4DUqy01BqtMQPvoI+Y+9ErnDEVZKd\nyualj7oco1RruXX5py36OrDxfXL2bmX886s73H9nKOQypl/elZFJwQB8fbiQN3/Nwd7Qct9ofx0z\nR3SlV6QP9WY73x0tYtX2E9jsDVyTHMLca6RWzzFl/UEO5lcT6q1h1sh4+kT5Um2wsH7fST47cMq5\nX/cwL6Zd1pVuoV5U1lv4LKWAdXtOdjonuQzG9wylf5Tjb3/XiUq+Ti2hlZQI9lRxQ69Q4gJ1mKwN\n7Mmr4tu0Emf+MmB092AGxfiiUshIK6rjk0OF1FvsHTpXZ2JxRyGDW/qFMyjGF4Dfsiv49HARDa10\nFuql5rb+4SQEeWC02tmZU8kXh4uwnc6rMa5hcX6oFHKOFNawdt8p6sy2Fn2N7xXK4C6+PP51Rof7\n70xOEwdFcXGsPwA/Z5Wxbn9BqzmF+2iYNCgKKcQTo8XOtmPlbDhQ4JLTLf3CuSwhEJVCxsGTNby7\nO49akyMnnUrOxIuiGBDteC4O5FezZu9JZ3tzt/YLZ1hXf6Z9mtq5hJx5ybh7SDSXxgcAsCWjlDV7\n8lv9dxXho+HfQ2PoHuqFwWrj58wyPtxbgK2hgRHdApn+j7hWzzHn63RSC2ud95VyGS+N685/95xk\nb16Vc3ugh4q7h0TTK8Ibmx325VWxendeq8/134W4xqdt522A+erLy9i5/TdWvv4m9fX1zH38MTy9\nvLj3/gdd9rNYLDx437/p1asP6z7+jJLiYuY+8RhKpZKp02d2uC+bzcaiBc+xY/tvDP/H5a3G9Obr\nr/HFZ5/yr3smn3VeK19Zxs4d23nltTcx1Nczb85svDy9+Pd9D7TIa+r9k+nZuzdrP/qUkpJi5j0x\nG6VSyYPTZrjt648e31kfvLWCA7/vYN7iVzEa6lm+YB4enp7cMtH1sbJaLTzz6BQSu/dk2aoPKS8t\nYfmCJ1EoldxxzxRsNhsL5j6Ej68f85e/icVs5vVlC1m+YB7zFr8CwIolz1JaUsyiV9+mID+XVxc/\ng39gEJdfNbpD7R312fv/4ej+XUx/ahkmYz3vLHsWnYcnY265+4ycrLz89Ey6SsnMW/4eleUlvLPs\nWZRKJePuuO8Pt3cmlo44sPE9TqXt5/IHnsFqMrD9/aWotB70uuZWl/3sNis/vTaPwFiJa2e/Qn1V\nGTveX4pMoaTv2DsBqDyVh19ELFdMfd55nEzecuKjLDeT1B8/xcMvsFP9d8b9l8YyKNafxz47ik6l\n4MlrJerNNt7fleeyn0IuY+mEZFJP1XDPmhSCvNQ8eY2E1d7A29tPsEVfyu7jFS7HzLkmES+NkiMn\nq1EpZLx8U0/K6ixMXX8IP52KJ0Yl0tAAn6ecwlenZOmEnnx7tIj5mzKIC/TgqdES1QYr3xwp6lRO\nY3oEkxTiyVu78tAo5dzePwKj1c4PGWUu+8llcN/QaHIrjCzdmoOvVsXtA8Kx2RvYlF7q7GtgtC9r\n9hVQb7Zxa79wbu4bxnt7Cjp0ro7G0hE39A4jOcyLV389gUYp557BURisdr5JLXHZTyGDmf+IJbus\nnue/P4afTsU9Q6Kw2hvYeKQYgAm9QhkS68eqXfnUmW3cNSiSOwdG8MYO1+e9i7+Wq5OCqDRYOtV/\nR902IILeEd68sOUYWpWCKZd0wWCx8fkh1+dcIYPHR8aTVVrPnK/1+OtUTLm0CzZ7AxtSHB9Sbusf\nwaVdA1ixLYdak437h8UweUg0y3/JAeDuwdGE+2hY+MMxACYPjeHei2NY9vNxl3PFBegY0zOUinpz\np3Jp7s6LIukX5cP8zZloVXJmXhZHvdnGxymnXPZTyGQ8NSqRjJJaHv4ilQBPNTP/EYfN3sCH+wr4\nLbuc/flVLsdMGx6Hp1pBelHT4FKtkPHw5V2JDfBw2VcugzlXJVBttDLv2wzUCjn3D4th5mVxLPg+\n66zzE86f8zJFbjKZ2PDROh5+dDa9+/RlyNCLmfHQw6z78L/Y7XaXfYuLi0ju2Yt5zzxHbGwcFw0a\nzJVXjWLf3j0d7is/L4+7J93B9l9/xdvHp0U8ZWVlTH3gXj787weEhoX9obw+3rCeWY84Yhk89GKm\nzZzF+lbyKikuokfPXsx96jm6xMYx8KLBjLzqape82uvrjx7fGWaTiU0bP+buKbNISu5N34FDmHjf\nNL7+bH2LvspKSuiWlMyUR54kMroLvfoNZNhlIzmSsg+A7Mx0jmWkMfOJ54iLTySxe08mT3+MPTu3\nUVtTQ3FhATu3/cSUR54kLkFi2GVXMu7WiXz1yVoAt+0dZTGb2LrpM26+ZzrxST3p0XcQN0x6kC1f\nf9wip8qyYmK7defOKY8TFhlDUq8BDBw2Av2RA+ekvTOxuGOzmMn49Vv633APwXFJhCf1o9/1d6H/\n5SsazuirvrKMwC6JDL5tGj6hkYQl9iam/yUUZx527lNVmItveAw63wDnTevt53pOq4Wda5YT3LV7\np/vvKLVCxri+4azcms3RUzXsza3kjV+PM6FfBGcWEIK91KQV1rLkhyzyKgwcyKvi54wS+kY5qmlm\nq53yeovzlhzhQ79oP577Ro+tAYZ2DSDUR8tTX6WRVVLH3txK/vPLce4YFA1AmI+WHdnlrNx6nIIq\nI9uzy9l7opJ+0b6dykkplzEs1p8vjhZzosJIRkk9X6cWMzzOv0VOfloVeZVGPjpYSEmdhayyeg6e\nrCEh0PEmrVHKGd7Vn08OFZJZWs/JahMbjxYT7q1BLnN/rs7E0pG8LksIYENKIdllBtKK6vjsUBFX\ndAtsmZdORU65gTV7CyiqNaMvqWNvXhVSsCcAWqWcKxIDWbuvgPTiOvIqjWxIKSTSV4uiWWcKuYx/\nDYriWGl9p/rvKJVcxsjEIP679yRZpfUcOVXDuv0FXJ0U3CKnAA812aX1vL0zl1PVJlKLatmVU0n3\nMC/AUZ0c1T2Yd3fncbSwlhMVBtbsPUmUv86Z04BoX75NKyGn3EBOuYFvU4vpFe7tch6FXMYDl3Qh\no7iWs6VSyBjVPZjVu/PIKKnjUEENa/acZHRySIu8Aj1VZJXW8fpvJyioNnHkVA3bj5eTHOaIy2xr\noNJgdd6kEC96hXuzfGu2sxraNdCDF6/vQYi3pkUscYEexAd58sovxzlRbiCzpI5VO/O4KMYPT3Xn\nZ3L+KnKZ7C+9XUjOywBTn56G0WCg/8CLnNv6DxxIeVkZeXm5LvtGRkbx4tKX8fLyajw2nZ9/+pHB\nQ4Z2uK9DB1NITJRY//FneHu5/iMFOJaViZeXNxs++5Lw8Ig/nteAgU2xDLiI8vIy8s/IKyIyihde\nWu7MK0OfztaftrTMq42+/ujxnZGdpcdkNJLce4BzW3KfAVRVlFNY4FpFCA2P4LFnXsDD0xHX8Sw9\nu37bSt8BgxvbI3l6yUr8A4Ocx5z+N2Mxm0g/eggPTy/i4hObztW7P9mZeswm9+0dlZudidlkJDG5\nn3NbYnI/aiorKCnMd9k3KDSC+2cvQOfheFPKO57JgV3b6NHnonPS3plY3CnPz8ZmNhGa0NO5LTSh\nJ8aaSmpKXSsSXoGhXHrP46h1jkFKRX42+Qd3EpbU17lP1alcfEIi2z3n4U3r8A6OoEu/Szrdf0d1\nC/FCp1JwsFmF5GB+FQGeaiL9tC77FlabePrrdOobp9USgj0ZnhDI3tzKFv0qZI7K6Ed78ymoMgIQ\n6aeloMpIeX1TJSyrpJZQHw2hPhr0RbXM39Q0Bds3ype+0b7sPdGy//ZE+mrQKOVkNxsUHSsz4K1V\nEuipctm33GDh/b0FmKyODwkRPhp6hnuRUVIHQHygjoYGONpsGjKrtJ5FPx3H3uD+XJ2JxZ0Yfy0a\npdwZG0BGSR0+WiXBXmqXfcvqLby5Mw9jY15Rflr6RfqQ2ljx6hbsgb0BDhXUOI/RF9cxb1OmyxT3\n2B7BFNeaXaZbO9J/R3UJ0KFVKUgrbMopragWP52K0DMGSyV1Zl7ZloOhcWlCjL+OgTG+HG7MISnE\ni4YG2N8s1tTCWh7+Is2ZU43JyiVx/uhUcnQqOcPi/Dle5jp4ntAnjMIaE7s7+XfXXFyAB1qVwmX6\n+uipGvx0KsJ8XPMqrjXz0k/ZzrxiA3QM7uLPwYLqFv3KZY7K6JdHiiiqaaqu9orw5vfcSmZ/mdbi\nmOIaE89+l0Glwerc1tC4/kCluLAGVoLDeZkiLy4qQqvT4dOsmhgU5FhXVVRYSJcusa0eN/660WQf\ny6JHcjJ3Trqrw31dO2Ys144Z22Y8gwYPYdDgIX8wK0dVUqvTuVRJA4McA6miokJi2sjrxnFjyD6W\nRfceydw+cVKn+/qjx7tTXlqMRqvFy7tpcO4f4JgKLS0uJiKqS6vHTZk0gbycbBKk7lx3s2PNq4+v\nHwMGD3PZb+OGtURExeAfGERZaTEBjc9f83PZ7XbKy0vdtoeFtz8YOq2yrBi1RotHsw8cvv6ONUgV\npSWERsS0etxTD95GQd5xuiQkceX1t56T9rONpTWGyjIUag1qDy/nNq2PY81YfWVpm4PFr55/gKrC\nXAJiEug+Ypxze1VhHgqVmq8XTsVUW01IQjIDJkzGw9cRX1luFpm/fceYOSvJPbC9zbja6r+jgrzU\nGCw2lzVoZXWOAWCwt4b8SmOrx625qz9xQZ6kF9bw0d6WayQvSwwm2Fvjsn6yvM5CgIcKhVyGrbH0\nEubjGMT66VQUVTd9kPl++lA81Eq2Hyvjh7TOTbn6alWYrHYM1qbKco3R6jxPaZ2l1eNmXx5HuI+G\n3EoDW7MdU/1BnmoqDBaSw7wYJQU5piWL6/jiSDFGq93tuTxUirOKpTV+usZzWZr6qmrsy99DRXFt\n69O5z45KINJXS065wTktH+KlobzeQu8Ib8Ymh+CtUXKksJYNKaeaDeC0DI8P4JnNWQyIajlD1V7/\nHRXgocJosVFvafr7Oz0VH+CporCm9Q+3L16fRLSfjmOl9Xyb6vj7CPPRUFpnpn+0LxP6hOGjVXLw\nZA0f7Ml35rRqRy5TLo3lndt6A1BSa+apb5s+1MQG6LiiWyCPfZnOkFi/lifuoEBPR17N1ziezivQ\nU82p6tbzenVCMjH+OrJK6viylWUhF8f5E+ip5vNDhS7bNx5uewlJjcnGgXzXwep1PUM5WWV0GXT+\n3VxgRcW/lNsKpiRJWkmSxkmSNFWSpAckSRorSVLLMmAnGIwGNGrXT0dqteOTrcXc9lqShYuX8NY7\n72E0mpg5bcof6uvPYDAa0ahdP6GfjsVsbvsF+vmFL/D6qtWYTCZmzZja6b7+6PHumIxG1Gc8xipV\n42NsafsxnjV3Ps8vewOTycTCubNa3efTD1ezc9sWJk97tO1zNcZtNZvdtneU2WRyHneasjEnazs5\n3TPraR6evwKLycTKBbPPSfvZxtIaq9mEQuXal6Lx4iq7pe3n/eJJD3PFtAXYzGZ+eXM+ABajgfqK\nEuxWC0Nun86wux6hrryYn1bOw26zOqfG+4+/G13jgLMz/XeGVqXAbHWd4rc03lcr2n4Ze/5bPTM2\nHEajlLNoXI8W7eP7hvPtkSJqTE1vYLuOlwMw/fKuaJRyQrzV3H2xY5DfvJIil8G0jw7z+OdHSQzx\n4tGrunUqJ7VChvWMKylO31fK237XWru/gNe256KSy7lnkOMDg0Ypx1er5OrEIL44UsyafQVE+WqZ\nODCiQ+c621haz0uOxeb6XFlt7vt6Z3c+L/18HJVCxtRLHI+3ViXHT6dkbHIIG1IKWbUrjy7+Wu4d\n4liuoJDLuHtQFJ8cLKTa2P4gpLX+O0qjlGM546qg0zmp2snptV9PMH9zJmqljEdGdHXm5K9TcUPv\nMNbsOcmKbSeIDdAxfXis87hwXy2nqo3M35zF/M1Z1JltTL001pnzA8O6sHZfgXPgfrY0SjnmM/I6\nnWd7VcOXtx7nqW/1qJVy5oxMaNF+TfcQfsoo/UMX54zvHcbQOH/e2dm5GTfh76PdAaYkSUOBLGA6\nMBgYBjwEZEiSdMXZnlSr0WI+YzBw+r5Wp2vzuO49khk8ZCjPzV/E77t3kZmZcdZ9/Rm0Gk2LwZsz\nFq22tUOApryeeX4he3bvIiszo1N9/dHj3VFrNC0Gkqfva9rpKz6xO30GDGbG489yaP/vnMh2Xai9\n/v23eP/NV7l3xmwGDHFMr2o02pbnMjedy117R6k0GqxnDLhOD+bUmrb76ZKQRPc+F3HXzCdJP7SX\nkyeO/eH2s42lNQqVusVA0mZ13Feo2+4rMCaB8KS+DL1zJoUZB6ksyEGl1XHzSxu47P6nCeqSSFhi\nb/5x75NUncqlKOMwhzetx8MvkPghI93G1Vr/nWGy2lGdMZBUKR33jda238QyiuvYl1vJwu8yGNjF\nj7igpgsLAj3V9I325btU16pKlcHK3C/TuCQ+gO+nX8zqif35urHy0vwN094A+qJafjtWzoqt2VyT\nHNqptWIWW0OLAdfp+2Zb22tv86tMZJbWs+7AKRKDPQnzVmO3N6BVKVh74BSZpfUcKzOwLuUUPUK9\nCPJUuT3X2cbSel72ln0p3PeVW2EkvbiO934/SfdQLyJ8NdjsDehUCt7dnU96cR0ZJfWs/v0kvSK8\nCfFSM6ZHMBUGCzty3E8Tt9Z/R5ltDS0GXKdzMrWTU065gSOFtbyxPZee4d5E+Wmx2RvwUCt4ffsJ\njhbWklZUy5s7cukX5Uuot5pQbzX/GhTFWzvySC2qJbWolmU/Z5Mc7kWPUC8m9A6jot7CtmPlHY6/\nLSZry7xO3zdZ284ru6yeQwU1rNiWQ+9IH2L8m15b/D1UJId783Nm5y8OO+3mvuFMGhTFqh257M9v\nOQX/dyKX/bW3C4m7KfI3gdF6vf5g842SJPUG1gB9zuakoWFhGAz11NXV4tm4Vq+0xHF1YUhIqMu+\nxcVFHD50iCtGXuncltDNUSmorKjoVF9/tpDQdmIJdY2lpLiIw4cPMeKKprziExrzqqxw29cfPb4z\nAoNDMRoM1NfX4dG4jrCizHHlamBQiMu+ZaXFZKQeYejwEc5tXeLiAaiuanoTWLXiRb7+dB0PzJrD\nNdff1OxcIc6+TysvL0WhUOLrF+C2vaP8A0MwGQ0Y6+vQNuZUVeF4QfQLdJ2CrywrITsI3fzjAAAg\nAElEQVTjKP2HXubcFhnjyKmmuvIPt3cmFnc8/IOwmo1YjPWotI7BlKHa8UbU/ApvcFyEU5qjJ6bv\nxc5tfhGO5Q7GWseLulrnejGEzscftac39ZWlHN/zM4aqctY/NAEAu92K3WZj/UMTGDHlWbyCwt32\n31ElNSY81Ap0KgWGxmnKIE91Y5vrB45ATzXJ4d5sy2p6gzu9ttBP17SecGhXf4qqjaQXtlyPdyCv\niglv7SHQU0WlwUq0vw6rvYHCKhORflqi/HTszqlw6V8hl+GtVXa4alNptKBRytEo5c43cx+t4yW5\n6owpQR+tki7+Wg6faor1VOO0rJda6axkFTWbqi1ufFz8dSq357LZGzocizsVBgtalcKlL9/Gvirr\nXfvy1SrpGqjjwMmmNZYnG9fCequVzqnRgmZTtaenowM8VAzp4oefTsnKGxwXmCnkMhRyGStv6M4r\n205QXGtut3/o2LrtsjozWpUCrVLuXM/p3/i3VFHv+oHOX6ckIdiTPblNayzzKgwA+GiUzv2bL+s4\nHVOwpxovjRKLvcFl2r20zkKN0UqIt5pLuvrj56HivX/2dsn5vX/2ZvGPx0gvblon2pG8dCoFWpUc\nY+P0vL+HI6/yM5ZF+HuoSAz2dFnzeaK8MS+tCnDkMCDal5JaE1lnXHDVUfcMiWZ0cgiv/3aCzekl\n7g8Q/rbcTZErzhxcAuj1+kMdOLZNiVISWp2O/fv2Obft37eXwMAgomNcpy6OZ2fz8MxpFBU2reU4\neuQwcrmcrl3jO9XXn+10LAeaxXJgf2Ms0a6xZGdn8+hD013ySm3MKy4u3m1ff/T4zohLSESj1ZJ6\naL9z29FD+/ELCCQ8Mtpl3/wTx1n81COUFjdVhTLTjyKXy4nq4viOtLXv/IdvPlvP9MefcRlcAiQl\n96amuorcnKbKX+qhA8QnJqHWaNy2d1R0XAJqjZaM1KY/74yjKfj4BRASHuWy76n8HF5f9ATlpU1r\n7HIyU5HJ5YRHxf7h9s7E4o5/ZBwKtYbirKPObcVZR9F6++EdHO6yb1VhHtveXkhdRdOAvexEJjKZ\nHN+waEqPp7N+1o3UljU9l3XlxZhqq/ANi+bKGYsZO/c/jH5iBaOfWEHyVTfj4RvA6CdWEBDTzW3/\nnZFZUofBYqNPszV2vaN8KKszOy/OOS020IP513d3uaCke5g3NnsDOc0ulOgZ4UNKK9WRmAAdK2/p\njVoho6zOgs3ewCXxAaQX1mCw2Ogb5cuzY5PQKJteApPCvKgzWV3WZ7pTUGXCZLXTNaBppqVroI5q\no5WyMwYtoV5q/nVRpHOgBhDjp8Xe0EBhrYnjjW/0Ub5NlaTTF2mU1VvcnqszsbiTV2nEZLWTGNxU\nLU4M9qTKYKGkzvXDQLiPhgeGxeCva8orNkCH3d7AqWojWaWOwVIX/6a4IhrzKq0z8+LPx3n6uyye\n+/4Yz31/jE1ppVQarDz3/TFyKgxu+++oExUGjBYbSaFNa5uTQr2oNFhcLmIBiPTV8tBlcQR4NH2Y\niQ/yxG5v4GSVEX3jADAusOnxiW68UK2o1kx5vePDQFizi4d8tUq8NUqKasw8tzmTRzemMfurdGZ/\nlc7Gw0VU1FuY/VU6x8o6N6jLKa/HaLGRHNq06q1HmDcV9ZYW60qj/bTMHhlPYLO8ugV7YLM3kFdp\naHpcQjxdLjbrjNv6R3BtjxBWbMu5YAaX4irytrkbJJ6QJOlxSZKcpQ9JkvwkSXoMON7Oce3SarWM\nv+FGFi14jgP797F7105eWb6U2++cCEBVZSVVlY5PSf0HDCRRSmLuE4+RmZnB77t38exTT3LTzbcS\nGBTktq+/klarZdz4Cbyw8HlSDuxn966drHh5Gbfd4fjOv6qqSqqqXPOaN3c2WZkZ7Pl9F889M48J\nNzXl1V5ff/T4ztBotFx57TjefPkFUg+ncHDfbj54cwVjJ9wGQE11FTXVjk/ryX36ExufyPKF8ziR\nncWh/XtYseQ5Rl13I/4BgRzLSOfj/77DuFsm0v+ii6koK3XebFYrIWERDLp4OC8vfIpjGWns+OVH\nvlj/AWNv/CeA2/aOUmu0XHLlWD584yUyUw+SdnAPn73/H0ZedwsAtTVV1NY4cuqW3I+ouG68u/xZ\nTp44Rvqhfby/YiGXjRqPr3/gH253F0tnKNUaEoZexZ4Nr1N8LJVT6Skc2PgeSZdfD4CprgZTnaOa\nE9qtJ/6Rcez4YCmVBTkUZhxk19pX6XbpNeh8/PGPjsfDL5Cd/32ZipPHKc3R8+s7iwlL6ktQXBJe\ngSF4h0Q4b1pPH2RyBd4hESjVGrf9d4bZaufrw4XMuiKeXhE+DIjx4/5L4/h4n+PiHG+tEu/GwVdK\nfhVZxXU8ea1EXJAH/aJ9mX11NzYePOVSbYoP9uR4actqz6kqI+G+WqZd3pVwXw1XSMFMGhrDe41r\nwX7JLKXebOOJUYlE++sYFh/Ag8PjeG9Xbqe+lNxib2B3biUTeocSF6CjW5AHY3qEsC27seKskuOh\ncrxEHyurp6DKxO39wwnzVpMQ5MGtfcPZnlNJrclGWb2FAyerua1fOLH+WqJ8NdzcJ4yjhbWU11vc\nnstde2dYbA38ll3BP/tHkBDkQVKIJzf0DuXHxilTT7XCuZQgs6SO/Eojdw+OIsJXgxTiyaSLItl6\nrJxqk43SOgt7cqu4a1AkXQN1dPHXMvGiSA4V1FBa5/iaqeJas/NWY7Jib2iguNaMxdbgtv/O5PRz\nVhn/GhxFYrAnPcO8uK1/BJsav9ezeU5pRbWcKDfw4CVdiPLT0iPMi3svjuaHjFKqjFaKa83szKng\n/otj6BbsQVyAjslDY9ifX0VJrZnM0jqOldZx/7AY4gJ0xAbomDbc8V2e6UW1lNY5BrWnb6dzLqox\nt1gn6o7Z1sCPGaVMvjiGpFAvekd4c+dFkXx91PGh0kujwEvjyOvoqVpyygzMuCyOGH8tPcO9mXJp\nLJvTS1yq3F0CPJwV286IC9RxY99wNh4u5EB+FX46pfN2oU0NCw6yhtZ+hqCRJElBwGvAGHB+LZYM\n+BqYotfr3V42abS2/pprMpl4YeF8Nn/3LSq1muuvH8+MWY8gl8u55y7HIOid99YAUFRUxJJFC9i9\neydKhYLRY69n5kMPOy+MaK+vM11z5Qgm3nV3m7/kM+mO2+jXf0C7v+Rjs7f9mJlMJpYsms8Pmzeh\nUqsZe/14ps98GLlczuR/OfJatdqRV3FRES++sIDfd+1CoVQwesx1TH/oYecFNO31dS6OP1N+edsv\nCmaTibdeXcJvP3+PSqVixKjrmHTfdORyOXNm/BuAha+8DUBZSTGrVizh4L7fUSgUXH7VaCbe5/jl\npf++/Rob1rzd6jlWrP6YLl0TqKmu4rWX5rNv9294enlz/c13MP6Wpg8M7tqbK26nomQxm1j31jL2\n/PojSpWai6+4lgmTpiCXy1nyhOPL6B9b9DoAFWXFrH9rOWkH9yJXKBh6+SgmTJqCsvFXk/5oe3ux\ntGZrbtvrm2wWM3s+foMT+35FrlQRP2Qk/a6/C5lczvcvPw7AVTMXA44ry/d+/BaF+hRkCgVxg0bQ\n7/q7nBcG1ZYVse/TVRRlHqahoYHo3kMYcONkNB4tr/PTb/2K1C2fufySj7v+z7T5jC93bk6tkDFz\nRDwjkoKx2Ox8e6SIN7bl0ACsuKUX4LjoBhxXnc8YEc/AGF+sdtic6ti3+YUsn957ER/symPjGVe6\nAnQL8WTWFQkkhHhSWGVk9c5cftI3VWK7BOiYMSKenhHe1JpsfJ5yijW781r0AzCwW9vLHJRyGTf0\nCqVfpDdWewO/51Y5fz1n6jDHTMPK7Y6Bra9WyfheISQGeWJvaGBvXjVfpRY7v9pGpZBxfXII/SJ9\nkMvgSGEtnx4qck7ptneujrSfqbadC0yUchm39Q/nomhfrPYGdhyv4NNDRTQAj17umMl4sfFLw/10\nSm7tF073UC/s9gZ2nqjk00NFztdZtULGTX3DGBTti0wmI6WgmnX7T7lcpX7a5QkBXJ0U5PJLPu76\nd82p7WqtSi7jrsFRDI31x2Kz88uxctbtK6ABeOpqx4Uuz212rDP391Bx10WRJId7Y29o4NdjFXy4\nv8AlpzsGRnJxnD9ymYy9jb9YczonX62SOwZG0ivCGxmOr2n6YE8+Na0Miq9OCmJMcki7v+RjtLQ9\nmFYpZEweGsOwrv6OgXRmGR/8nk8DMH+04xevnvxGDziWJfx7aDS9I3yw2RvYmlXGmj0nXf5drbq1\nFx+nnOL79NLWTuf0xb8HMn9zpvOrpf45IIKb+7X+NYHTPz1CbkXLivMX/x543oeez/+YdTY/dnXW\n5o1MOO85d1S7A8zTJElSAEE4Kp7Fer2+wx/92hpgXsjaG2BeyNobYF6o2htgXsjaG2BeyNobYF6o\n2htgXsjaG2BeqNobYF7I2htgXsjEAPPvze33YEqSdCNwBxAF2IB8SZI+1+v1//2zgxMEQRAEQfi7\nEtP3bWt3gClJ0lPACGA1kI9jejwCuFuSpF56vb7lF/0JgiAIgiAI/6+5q2DeAfTU6/Uul8lJkvQR\ncAgQA0xBEARBEP5fkrX41XbhNHdXkdva2EcB/G8uVhEEQRAEQRD+EHcVzA+A7ZIkfQjkAQ04pshv\nB8QaTEEQBEEQBKGFdgeYer1+kSRJKcB4YCSOauYJ4Fm9Xv/NXxCfIAiCIAjC35K4yKdt7n6LfJ1e\nr98EPA+EAkOAW4HHJUnq3E+MCIIgCIIgCP8vuFuDKTX+dxnwoV6v99Xr9T7AOuCdPzUyQRAEQRCE\nvzG57K+9XUg6+nvikl6vf+n0Hb1e/x8c34spCIIgCIIgCC7cDTADJUkaAmRJktT99EZJkroALX+n\nSxAEQRAE4f8JmUz2l94uJO6uIv8Ex/R4P0ANjJEk6Q7gFWDanxybIAiCIAiCcAFydxX5wwCSJKlx\nfD0RwEFguF6vP/onxyYIgiAIgvC3daGti/wruf0tcoDGX/LJafz/w39mQIIgCIIgCMKFrUMDTEEQ\nBEEQBMHVBbYs8i/V0avIBUEQBEEQBKFDRAVTEARBEAThLMj/ZiVMSZJGA4sADXAIuEev11efsc9U\n4AEcP/99DJis1+uLG9tKgfxmu7+o1+vXSpIUjOPnw09/i9C9er1+R3uxiAqmIAiCIAjCBa5xELga\nmKDX6yUgG1h8xj4DgEeAi/V6fU8gE8evNSJJkgSU6/X6vs1uaxsPfQ34Va/X9wDuAD6WJMmjvXjE\nAFMQBEEQBOEs/M1+yecqYI9er89svP86cLskSc4j9Xr9PqCbXq+vkiRJC0QCZY3NFwM2SZJ+lSTp\nkCRJT0mSpJAkSQmMAVY19pGCY2A6qt3HplOPpCAIgiAIgvB3FA3kNbufD/gA3s130uv1FkmSxjW2\nD8dR9QTHsskfcQwchwNX4/jO8yBArtfrS87ou91fdBRrMAVBEARBEM7C32wJphzHusoz2c7coNfr\nvwC+kCRpMrBZkqQEvV6/qvk+kiQtA6YDG1rpV9Zav2cGIwiCIAiCIFzYcmn6URxwTH9X6PX6utMb\nJElKkCTpkmb7vIvjwh1/SZLulCSpd7M2GWABigGZJEkBzdoicL0YqAUxwBQEQRAEQbjwfQ8MkSSp\nW+P9+4GNZ+wTDqyXJCmo8f7twBG9Xl8G9ASea1x3qQOmAh/p9Xor8A1wL0DjILQHsLW9YMQAUxAE\nQRAE4SzIkf2lt/Y0ftXQv4BPJElKA3oBD0uSNFCSpJTGfX4FFgBbG7fdCoxr7OJZoBw4jOMrjnYA\nbze2PQgMkyTpCLAWuFOv11e1F4+soaG16fpzp8Zo/3NPcB4o/kd/fDSv3HC+QzjnMktrzncIf4rc\n6v+95wogo8R4vkM453YcLTzfIfwpAv115zuEc85q+597uwLAYLSc7xD+FL89cul5fzN+bXvOX/pH\nM2VY7HnPuaPERT6CIAiCIAhn4W92kc/fipgiFwRBEARBEM4pUcEUBEEQBEE4C/+jK+bOCVHBFARB\nEARBEM4pUcEUBEEQBEE4C3KxCLNNooIpCIIgCIIgnFOigikIgiAIgnAWRAGzbaKCKQiCIAiCIJxT\nooIpCIIgCIJwFsQazLaJCqYgCIIgCIJwTokKpiAIgiAIwlkQBcy2iQqmIAiCIAiCcE6JCqYgCIIg\nCMJZEFW6tonHRhAEQRAEQTinxABTEARBEARBOKfEFLkgCIIgCMJZkImrfNokKpiCIAiCIAjCOSUq\nmIIgCIIgCGdB1C/bJiqYgiAIgiAIwjl1XiuYVouFpS8u5vvvvgHguvETmDp9FgqFosW+J3KO89IL\nCzmYsh+dhwdjxo7jgSnTUapUne7rtVeX892mr/lq05ZW43LX3h6LxcLSJYv4bpMjjnE33Mi0GW3n\ntGTxAlIO7MfDw5Mx143jwanTUTXm5K6vosJCXlqyiL17dqNQKLnk0uHMemQ2Pr6+ABjq61n64mJ+\n+H4zcrmMkVeN4pHHnkCj0XQ6L6vVwtsrl/Lrlu8AGHntOCbeO63VvE7mneCtV5eQfjgFrc6DEaPG\ncPs9D6JUOvIqLS7i7ZUvcThlLwqFggGDL+GeKbPw8vYBoK62hteXLWTvrt/QarVcd9Md3HDbJGf/\nGWlHeOe1pWRnpuPr58+1425xae8om9XKxtUrOPCb43kedMVoRt9+L/JWciopyOPzd14hJ/0waq2O\ngZeN4prb/o1CqexQu7G+jo2rV3B073YAuvcfwnV3TcXT2/FcVZYVs3H1SrKOHEChUJDUfwjXTZqC\nh5f3WeW1bd0bZOzeCkDy8FFcfOO/kMtb5lVRmM8va/9DQVYqKo2O7sNGMnT8JGfczW3/5F30u7Zy\n90sfOLeZDHVsW/cmxw/sAiC290Vcett96Lwcz6XdbmPnp++T+tv3WC1mYnsN5LI7pzrbO0oug/E9\nQ+kf5Thu14lKvk4toaGVfYM9VdzQK5S4QB0mawN78qr4Nq0Ee+POMmB092AGxfiiUshIK6rjk0OF\n1FvsHTpXZ2JxRyGX8dDIBK7uEQLAlwdP8drWbGeszcUE6Hj4ym70jvLBYLHxzaEi3th2HFvjzp5q\nBQ+NTODSxEAAdmSV8/KWLKoM1hZ9vXJLb37LKuPjfSed2zRKOdNGdGVEUjBKuZzvU4tZ8dMxTFb7\nWeV178UxXNbNEcvmtBLe253Xal6Rvlruv6QLPcK8MVps/Kgv5YM9+djsDYyUgnh4RHyr53j0i1SO\nnKpx2fbYyHgCPdTM/jLNuc1DrWDq8FgGxfhhtNr5/FAhn6acOqucHrikC5c3Pr6bUkt4d2du6zn5\naZlyaSzJ4d4YLDZ+SC/hvd2OnK5KCubRka3nNOuzoxwuqOHyxEDmXNXNpe14WT33rjsE4La9s3lN\nv7wrI5OCAfj6cCFv/prTal7R/jpmjuhKr0gf6s12vjtaxKrtJ7DZG7gmOYS510itnmPK+oMczK8m\n1FvDrJHx9InypdpgYf2+k3x2oOm56B7mxbTLutIt1IvKegufpRSwbs/JVvv8uxA/Fdm28zrAXPnq\ncnbt/I2XV75BfX09T82djaenF/++9wGX/awWC9MfvJfkXr1Zs+4TSkpKeHrubJRKJQ9MndGpvtJS\nj/LB++8SEhLSakzu2t1Z8coyduzYzquvvUl9fT3z5jjimHyfaxwWi4Up90+mZ+/efPjRp5SUFPPk\nE46cpkyb4bYvm83GQ9MfxM/fnzfffh+z2cTC559h3tzZvLLyDQCenjeHrKxMXntjFVarlTmPP4JO\np2PWI7M7ndcHb63gwO87mLf4VYyGepYvmIeHpye3TJzssp/VauGZR6eQ2L0ny1Z9SHlpCcsXPIlC\nqeSOe6Zgs9lYMPchfHz9mL/8TSxmM68vW8jyBfOYt/gVR95LnqW0pJhFr75NQX4ury5+Bv/AIC6/\najTVlRU88+gUrhg1lplPPEdeTjZL58/Fy8eHq0aP71RO36x9E33K7/x77guYDAY+fHU+Wg8PrrzR\ndbBqs1p56/lHiOnWg4defJuq8lI+fHU+CqWSa277t9t2gM9WLafkVB73znsJgI/feIkN/1nCv2Yv\nwG6zsXrxHDy8fXngmZexWkx8+tYy1r26gHvmLO70c7Xjk3c5cWQf1z30PBajgc2rXkSt9WDQdf9s\nkdcXy+YS1jWJ255eSV1lGZvfWoJCoWToDa6PQVFOJvu/+wRPvyCX7VvXvEZFUT7jHl4AwJb3X2HL\n6uWMmfZ0YyyrSduxhVH3PY7Wy5sf3lnGT++/wugp8zqV05gewSSFePLWrjw0Sjm394/AaLXzQ0aZ\ny35yGdw3NJrcCiNLt+bgq1Vx+4BwbPYGNqWXOvsaGO3Lmn0F1Jtt3NovnJv7hvHenoIOnaujsXTE\nlMu6MqSrPw9tOIxOreDZ65KoM9t4d/sJl/0Uchmv3NKbIwXVTFq9jyAvDc9el4TVbufNbTkAPHp1\nN2ICPJjeOMiYc63E3GslHvv0qMvj8+jV3RgaH8BvWa7xPnFNIgO6+PPcV+mU1pqZdVUCT49NYs7n\nqZ3O61+DoxkQ7cfT32agVcp59Ip46s021u8vaJHX82Mk9EW1TP/kCAGeKh69Ih6rvYE1e/LZllXG\nvtwql2MeGtEVL7WC1ELXweWQWH8u7xbEoZPVrvtf1pUgLzWPbkwj0lfLQ5d3pbzOzM+ZnXu+7hka\nzcAYX578So9WJWf2lQnUm218uNd1AKSQy1g0Non0oloe3HCYQE81s0c6cnp/dz5bM0vZk1vpcswj\nV8TjpVFwtHHA3MVfx+6cCpb+lO3cx9psxOeuvTPuvzSWQbH+PPbZUXQqBU9eK1FvtvH+rrwWeS2d\nkEzqqRruWZNCkJeaJ6+RsNobeHv7CbboS9l9vMLlmDnXJOKlUXLkZDUqhYyXb+pJWZ2FqesP4adT\n8cSoRBoa4POUU/jqlCyd0JNvjxYxf1MGcYEePDVaotpg5ZsjRWeVm3B+nbcpcpPJxCcb1jPz4dn0\n6t2XwUMuZtqMh9mwbi12u+sn5uLiYnok92TOvGfpEhvHwIsGccWVV7N/355O9WWxmHlm3hP06dO3\n1ZjctXckp483rGfWI7Pp3acvQ4ZezLSZs1j/4X9b5FRSXERyz148+dRzjTkNZuRVV7Nv754O9ZWe\nnkpaWirPLVhMoiTRs1dvHnviSbb9spWa6mpyjmfzw/ffsXDxi/Ts1Zu+/frzwJTpHD1yuNN5mU0m\nNm38mLunzCIpuTd9Bw5h4n3T+Pqz9S3yKispoVtSMlMeeZLI6C706jeQYZeN5EjKPgCyM9M5lpHG\nzCeeIy4+kcTuPZk8/TH27NxGbU0NxYUF7Nz2E1MeeZK4BIlhl13JuFsn8tUnawEoLjrFwCGXcveU\nhwmPjGbQsH/QZ8Bgjjb231EWs4mdmzcy9q4pdElMJrHPQEbfcR+/fftZi5yqykuITkjipvsfITgi\nmoSe/egz9HKyj6Z0qB3g6N7tXDr6JqK6SkR1lfjH2JvJPLQXgJPHM8nPzuC2aXOIiI0nplsPxt0z\ng9R9OzDUub6JumO1mDn089cMv/VewuO7E5Pcn2E33k3Klo00nJFXXWUpobGJjJg0Hf+wKKKS+tDt\nouHk612rIDarhR/efonwhB4tzpedspN+V44nJLYbIbHd6HfVDeSmHgAc1c2UH77g8junEt2jL8Ex\n8Vx662TK8nOwWVtW1dqilMsYFuvPF0eLOVFhJKOknq9Tixke599i/ZOfVkVepZGPDhZSUmchq6ye\ngydrSAj0ABxVuuFd/fnkUCGZpfWcrDax8Wgx4d4a5DL35+pMLO6oFXIm9I/glS3HOFJQzZ6cCl77\nOZubBka26CvEW0PqqRoWb8ogt9zA/txKtqSV0D/Gz7nP8G5BrN+Tj76oFn1RLR/uzuOiWH9ne4Sf\nljfu6MfQroFUGywu/fvqlFzbK4yl32ey63gFWSV1PLUxjRFJwUT56zqVl0ohY3RyCKt2niC9qJaU\nk9Ws3p3Hdb3CWuQV6Kkio7iOFb/kcLLKyOGCGn49Vk6vCEfl3mxroMJgcd6SQr3oE+HDkh+PuVTY\nvDQKplwa6xygOR83LzUXd/Xnla3ZHC+r57fscj49eIpxvcM6ndOYnqG8+VsuaUW1HMiv5p2duYzr\nHdoipyBPNfriOl7++TgnK40cOlnNtmPl9I7wacqp3uK8dQ/1om+kD4u+z3Lm1CXAg+Nl9S771Rib\n/s24a+8otULGuL7hrNyazdFTNezNreSNX48zoV9Ei7yCvdSkFday5Ics8ioMHMir4ueMEvpGOWZh\nzFY75fUW5y05wod+0X48940eWwMM7RpAqI+Wp75KI6ukjr25lfznl+PcMSgagDAfLTuyy1m59TgF\nVUa2Z5ez90Ql/aJ9O53XX0n2F98uJOdtgJmhT8NoNNC//0Dntn79B1JeXkZ+Xq7LvhGRkSx6cTle\nXl6Nx6bzy89bGDR4aKf6WvXmf4iOjuGKK0e1GpO7dnf06WkYDQYGDGiKY8CAiygvLyOvRU5RvPBS\nU056fTpbf9rC4CFDO9RXZGQUK19fRVBQcFOnjX99JrOJ3bt2Eh3ThaTuTYOCsdeN4533/tvpvLKz\n9JiMRpJ7D3BuS+4zgKqKcgoLXD/lhoZH8NgzL+Dh6cjreJaeXb9tpe+AwY3tkTy9ZCX+gU2VsNMz\nDBazifSjh/Dw9CIuPrHpXL37k52px2wykSD1YNaT85HJZDQ0NHAkZS9HD+6jT2P/HVWQk4XZZCS+\nRx/ntq49+lBbVUFZoWtFIiAknIkPP4vWw9N57JHff6Vb74Edagfw9PZl/68/YKirxVhfx/5ffyQq\n3jGdFBAazuQnX8THP7BFnBazuVN5leQew2o2ESn1cm6LlHphqK6ksth1WtAnKIxrH5yLRufpPPbY\ngR3E9Ojnst/ujWvxC42g28BLW5xP5+VL+q6fMNXXYTLUod/9MyFdHFN3BRlHkOOFr7IAACAASURB\nVMnlxPVpem6iu/dl4qJ3Wp2Cb0ukrwaNUk52ab1z27EyA95aJYGeKpd9yw0W3t9b4JzWjfDR0DPc\ni4ySOgDiA3U0NMDRwlrnMVml9Sz66Tj2Bvfn6kws7iSGeqFTKzjQrEJ3ILeKQE91i0HdqSojc79I\npc5sA6BbiCf/SAzi95ymilGlwcKo5FA8NQo81QquTg4lvVmevSJ8yCquZeK7e6k12Vz6j/BznO/Q\nyaZYSmvNVNRb6BPVueUM8UGeaFUKjhQ0DfYOF9Tg76Ei3Nd1eU5xjZnFP2RRb3HEExfowdA4f1Ly\nXauQ4Ki+/mtINJ8dOkVhjcml7YFLYvn1WBnpRbUu27uHeVFntpFTbnBuO1JQQ3yQJypFx9+uE4I8\n0akUHCpoiuvwyRr8PdRE+Gpd9i2qMbFgc6Yzp66BHgyL8+dAvmsl9nRO91wcw6cppyisbsopJkBH\nfqWxzXjctXdUtxAvdCoFB5vFdjC/igBPNZF+rnkVVpt4+ut06hv/BhOCPRmeEMjeM6qxAAqZozL6\n0d58CqoccUb6aSmoMlJe3/ThJqukllAfDaE+GvRFtczflOFs6xvlS99oX/aeaNm/cGE4b1PkxcXF\naLU6vH2aXrwCgxyDjuKiImK6xLZ63M3jx5CdfYzuPZL55513dbiv9LSjfP7Jx6z75Au2/PB9i37d\ntXcspyK0urbiKKRLGzlNGDeG7GNZdO+RzB0TJ3W4r2GXuL7hr/3gfWK6dCEoKJi83Fyio6P5ZMN6\n1q55H5PZxMgrr2bq9IdQq9Wdyqu8tBiNVouXd9N6QP8Ax2CotLiYiKgurR43ZdIE8nKySZC6c93N\ndwDg4+vHgMHDXPbbuGEtEVEx+AcGUVZaTEDzQXPjuex2O+XlpYSFRwLQ0NDArddcgsFQz8Chl/KP\nkdd0KqeqshLUGi06z6acfPwCnW3BEdGtHrdkxkSK8nOIipcYPvbmDrffeP+jfPjK88ybNBpwDEqn\nLngNcAw+k/q5DpC3ff0xQeFRrQ4621NbUYpSrUHj4eXc5unr39hWgn9YZKvHrZk7mfKCXGcV8rTi\nnEyO/PIttz//Bll7fm1x3Ii7ZrD5rSW8MXUCAL5BYdw0dxkAlUUFeAcEc/zgbnZv/C+Gmiq69BrI\n8FvvQ9M4GO8IX60Kk9WOodlawNPVGj+ditI6S6vHzb48jnAfDbmVBrZmOwZiQZ5qKgwWksO8GCUF\n4alWkF5cxxdHijFa7W7P5aFSnFUsrQn2VmMw26g1NVWeyuocHyhCfDTkVRhaPW795IvoGuxJ2qka\n1v2e79y+aJOeZ6/rzpZZlwBQUGlk8gcHnO2bU4vZnFrcap9ltY3n9dZQ3piDTqXAV6vEz6NzrxeB\nniqMFptzMAxQUe/oP8hTQ0GVqdXj3rilF10CPMgoruXzQy3XSF4aH0CQl5pPD7i2DY71IynUiwc3\nHObOi6LOiEVNeZ3rh7SKejMKuYwADzVFNa3H0iInLzWGM3IqP52Tl5qTVa0P9lbd1pvYQEdOra37\nHJ4QSLCnmg0HmpYOKOUyInw09I/25eb+EWgUcvbkVrJqRy71Zpvb9s4Iasyr+QeOssbnP9hb0+Yg\nds1d/YkL8iS9sIaP9rZcI3lZYjDB3hqX9ZPldRYCPFQo5DLnuuEwH8cg1k+noqjZAPv76UPxUCvZ\nfqyMH9Ja/5v9uxBLMNvWbgVTkiStJEnjJEmaKknSA5IkjZUkqfNXHbTCaDCg0bi+cJ0e+JgtbVdt\nnlv4Av95611MRiOPzJzaob4cU99zmDHrUdeKXyN37R3OyWhEo24jDnPbbzzzF77AG6tWYzKZmDVj\n6ln1tfqdVWz58XsenT0XgLr6Og4dOsjm777lmecX8sTcp/nxh828tGRRp/MyGY2o1a6VB5XKEYul\nnedq1tz5PL/sDUwmEwvnzmp1n08/XM3ObVuYPO3Rts/VmLe1WTXPbrcz/+W3mLNgGdmZ6by2dH6n\ncjKbTChVro+v4vQFY9a2n6t/zpjLfU8vx2IysfqFOR1uLynIJSQyhvufeZn7n3kZnacXH74yn4aG\nluumfvp8LYd3/cK4u6d3KicAq7mVvBovrrK1k9fVkx9j/KOLsZpNfLXiWef+37+zlEtunoynb0Cr\nx1UU5uMfFsWEx15gwmMvoPHwZPNbL9DQ0IDFaKCuspzfv1zL8FvvY9R9j1NyIotNb3Tub1CtkLVY\nX3b6vlLe9qv72v0FvLY9F5Vczj2DHANrjVKOr1bJ1YlBfHGkmDX7Cojy1TJxYESHznW2sbRGq1Jg\nPuMCmtP3VYq2X5qf/jKNKR+moFHKefHGns7tMQEenCgz8ODagzy49iA1RivPXte9Q7EU15jYn1vJ\nrCsTCPJSo1XJefiqhMZYOpeXRqnAbHPNy2JrcNvXi1uO8cSXaWiUcp4aldiifXRyKD+kl1DbbBDl\npVYw9dI4Xt6a3erFSBqlHLPN9fnqSCxn0irlWM4ipxd+zOKxL1JRK+Q8e23LC2DG9gxlc3qJywAv\n0k/L/7F339FRVevDx7+Znt4LCenlJKH3jlIUFaTYuCrqxV4oCnZFQRAELIiIKCo2EFHABoK9Ib0l\noUxCElJI731q3j8mmWTSJuFny333Z61Ziznn7PLMGTJ7dhuFXIbRXM/yvSms/SWdvoFuPD0pulPn\nu6Kt96Ch4bmqg/fg0t1a5m9LRK2QsWJ666kzM/r3YHdSPpXNvjwdSC8BYN64CNQKGX6uKm4fGQLY\nvoYyB5j7SSKP7zxFjJ8Lj1ze9biEf4d230GSJI0AzgHzgGHAKOAhIFmSpAn/14LVGk2rhpK+oQGh\n0WjaSgJAbFwvhg4bwTPPLefwoQOcS0m2m9fbb76Bn58/U6ZObzNPe+c7S61WX1RMcfG9GDZ8BEuW\nLufQwYaYupDXWxvWs3bNSzz2xNOMHjMWAIVCQV1tLatffpV+/QcwZuwlPPzoE+z4bJs1n85SqdWt\nGpKNz9UdxBUZE0e/QcOY//gSEo4dIiPtnM35re+/xftvruXu+Y8xaLil10Wt1rQuS9+6LLlcTnRs\nL4aPHsedDzzMj3u+orqq8/MVlWp1q4akyWB5rlS1v8q+Z4RETN9B/GfO45xLPEZuZprd80V5F9j5\nzqtcf+8jRPUeQFTvAdz2yDLOJR0jtdk8TYDvPn2fXR+9yfQ75hM3cHin42mkUKpbNSQbnytV7d8r\nv7BoQuIHcNkdC8k+c4Ki7PMc+nILLp7exI++rM00ZQU5/PLReib890F6xvajZ2w/Js95hqwzJ7mg\nTUAml6Ovq+GyOx8mOL4/PWP7MvH2BWQkHqYsv/MrQw2m+laNt8bnLRsyzWWX60gpquHj47nE+DoT\n4KrCbK5Ho5Sz+XguKUU1pBbX8vGJXOL9XfBxVtot62Lr0had0YxSYfsnWNXwXGdovydKm1/F4fNl\nPPf1WYaEeRLh60yQh4aHL49m+W4txzLLOJZZxmPbkxgc5mEzT7Mjz355BnBg97yRfPvgKCrrjCTn\nV1Gt61qvmN5obtVAbmxAdLQiPbWohhMXKnj5pzT693Qn1KtpmoCXk5I+gW78oC2ySXPv6DAOZpSS\nmNP2/31LXWzvV2fq0pLOaEYp63pM5wprOJ5dwYs/pDIg2J2wZjF5OyvpG+TGd2cLbdJklNRyzdtH\nWP19KqlFNRzKKGPl9+cYEupBkLvG7vmu0LV1rxreg3XG9u97ckE1RzPLWL4nmcGhHoT7ODWLS0X/\nYHf2nLZdmFNea+SpL88wOtKLb+eNZNOtA/k60XJN855hc73lPf57agmv/ZzGlb38cVa13gHj38LB\nweFvfXQnHQ2RvwlM1mq1J5sflCSpL/Ah0K/NVJ3k7+9PbW0N1dXVODtbhsuKiiz/0fz8/G2uLSwo\nICnxJOMmNH3QRUVZvtWUlZXZzeubXV9RVFTImOGWOYRGowGj0ciY4YNYu/5Nu+cHNJvb2XFMAQ31\nqMK5YQ5iUWFDPfxtYyooyCcpMYHxzWKKtMZU2um8Vq9czsebP+TJRYu5/ob/WI/7+vrh7e2Dh0fT\nJP+w8AhMJhP5+XkEB4d0KiYAb19/6mprqampxqlhaLO02PKH3tvHdrV9cVEByaeTGDF2vPVYaLhl\nS46K8qa5NBtfW83X2z/mvgVPcuW065uV5WfNu1FJSRFyuQJ3Dy9ysjPJvZBlM8weEhGJ2WymqrIS\n505u6+Ph7Yu+rpa62ho0jpY/jhWlllWl7t62vdjlJUVkppymz7Cx1mMBIREAVFeU2z1fVV6KQqG0\nGXb38gvA2dWd4vwconpb5jx+/u5aft+9nWvvXsjISdM6FUdLLl4+GHR16GtrUDXEVV1m6TlwbjHc\nXlVaTF7aWaIGNb2W3kFhANRVlXN2/w9Ul5Ww/l5LXcwmEyaTkfX3TmPagmVUl5UgVyptht3dfPxx\ndHGjvCDPWp53YNMUCq8eltegorgAD/+2h+tbKqszoFbIUCtk1g9zN43lT1fLLXjcNApCPTUk5jbN\nxcttGAZ1USkobxjObj40WlBp+QLj6ai0W5bJXN/puthTUKHDSSXHSSW3Dm16u6ga6mQ7dOvjoqJ3\noBs/Jzf930htmFfq4ajEy8cJg8lsM6yeV6GjrMZAkIeGY7ZTwNuUX6Hj7g+P4+6oQG+sp9ZgYs/8\nkVwoa3uovj1F1XoclXIclTJqG7Z+8moYZi9uMVzt5aQk1t+FP5qtPs5omC/Z+LoCDAn1oKBSZ51L\n22iC5EOdwcT4GMv0IYXMAZmDAzvuHMw9WxMoqtbj5WQ7N9bLWYXRZKastvPTGYqq9DiqWsTkrLKe\na87b2RLTvrSmmBrngLo5KgHLv4c2xlRgGxPQasFO42vi3TAcb+98ZxVWWt6Djko5tQ1fanwa4iqs\nbBmXil49XPm12e4DjXORPRybXuMREZ7kV9TZzP9tdDyrnGvfOoy3s5KyWiPBno4YzfXklesI8tDQ\n08OyOr55/nKZA64ahU0jVOgeOhoil7dsXAJotdoEO+k6JTomFo3GkePHjliPnTh2FG9vH3q2aPyk\np6fy6ML55OfnWY+dOpWITCYjPCLCbl5vvvM+n2z/ki3bdrBl2w7+e8fd+Pr6sWXbDuLie9s931kx\nUiwaR0eOHW1a0Xzs2BG8vX1aNejS09J4+KF55Oc1iympIabwyE7ltX7dWrZu+YjFS5fbNC4B+g8Y\nSFFRIYWFTfNXUs+loFaruzwNIDwqBrVGw+mEY011TTiGh5c3PYJs5ypmZ6TzwjMPU1TQ9O015ewp\nZDIZPUPDAdj8znp27djKvMcX2zQuAWJ79aWyopzM86nWY6cTjhMZE4tKrSbp5FFWL3kcXV2tTf6O\nTs74+nd+ZWhgaBQqtYb0001v8bQzJ3H18MKnxTzF/OwM3l+9iLLiptcy69xZHGQy/HuG2j3v7u2L\nQa+jsNmCqMqyEqqrKqxl7fn4HX7/ZgczH3j8ohuXAL7BEShUai4kJ1mPXUhOwsnNEw+/QJtrS3Iz\n2fX6UipLmnpQ8tOTcXCQ4dkjhGsfW82sZW9y05L13LRkPYMnz8TFw5ublqzHPywGF08fjHodpc0W\nRVWXl1JXVYm7Xw8Co3oBUJCRYj1ffMGy/Y67b49Ox5RTrkNnNBPRrPcnwtuRijojxTW2jQR/FxWz\nhwTh3qxxEuKhwVxfT16VjvSGD+KezXp6AtwsPdbFNQa7ZXWlLvakFFRRqzfRv9kq2QHB7hRX6bnQ\nYu5buI8TL1zbCz/Xpt71+EBXTOZ6zhdXU1CpQ6OUE9xscZCXsxJ3RyXZnWwgrv1PX3oHulFea6TW\nYKJ3oBtOKjkJbSy46UhaUTV1BhO9ezR92esd6EpJjZ7cCtuGc4inI09NirY2agBifJ0xmettGstx\n/i6t9rwEuH3zCe7flsgDDY8fkotIKazmgW2JFFfrOZNXhZtGSUiz16VXD1fOFdVYh7g7I7WomlqD\niT6BTXPi+wS6UlLddkzPXBljE5PkZ4kps9lio7gAV5tFQ43GRHrx2R2DUDfr3Y5ueE2yS2vtnu+K\nlEJLXM0XcvXt6UZxtd66OKdRmLcTy6bF4evSFFdcQON7sGnRW+9AtzYXaYV4ObJuZl9UcgeKqw2Y\nzPWMjvTibF4ltQYT/Xu6s+TqWJu4YgNcqNYZbeZn/tvI/uZHd9JRfTMkSXpckiRrt4ckSR6SJD0K\npP9fC9ZoNEybcS2rVyzjxPFjHDq4n9defYn/3HwLAOXlZZQ39HgNHDiY6JhYnn3qcc6lJHPk0EGW\nLVnEtdfPxNvbx25ePQKDCA4JtT48PDyRK+QEh4Si0Wjsnu9KTNNnXMvK5Us5cfwYBw/s57U1L3Pj\nrDZiGjSYGCmWRU89xrmUZA4fOsBzixdx3fX/wdvHx25eZ8+c5p2NG7j1ttsZOWo0RUWF1ofRaGTw\nkKHE9+rNE48uRKs9y5HDh1jz8mqmTb8WR8eubTuiVmu47KrpvLlmJacTT3Dy6EE+ePM1rr72RgAq\nK8qprLCsQuzVbyBhkTG8snwRGWnnSDh2mNdWPccVU6/D08ub1OSzfPrRO0yfeSsDh4yktLjI+jAZ\njfgFBDJ05FjWLH+G1OQz/PHL93y+9QOuvs6yh+PIsRNxdHJi7crFZGee5+C+n3lvw6vMvPUuZLLO\n//dTqtUMnTCZHW+vIf1sIskJR9n10ZuMmXwdADWVFdRUWv5IRsb3o0dYFB+vfZ7czDTOJR5j2/qV\njLh8Kq4eXnbPh0bHExwZy9bXXyArVUt2WjIfvbKE4EiJ8Li+ZKcl8/2OD7l06kyk/kOpKC22Pkym\nrvWKKVRqeo29gp83v05OyikyTx9n32fv0v8yy/SPuqoK6qoscQXF9ME3OIJvN66mKPs8WWdO8P2m\nV+gzbjLO7p64+fjj4R9kfTi6uOEgk+PhH4RCpSYgMha/sBi+e/cl8s+nUJBxjj0bVuAXHk1QTG/c\n/XoQPWQM37/7MrnnTpN/PoUf3nuVsL5Dcfft/JcBg7meg5llXNvXn3AvR6J9nJgS78evaZaeWSel\nDCel5d6nFteQU67j5oE9CHBVEeXjxH/692Df+TKqdCaKawwcv1DBjQN6EOapoae7mhv6BXAqr4qS\nGoPdsuyd7wqd0cyXJ3N55HLL5ulDwjx4YFwEWw9bFu64aRTWXrxjmeWk5Fex+OpYInydGRTqwVNX\nSew4nkNJtYGkCxWczqlg0ZRYYgNciPF3Ydm0eM7kVnIis/Xq5bZU64zMmxBJhI8TfYLceG5aHFsP\nZ9ssQuoMvamevWcKuW9MGPEBli14Zg8L5osEy5dOF7UcF7VlyDMxt5L0ohoWTogg1MuRvoFuzL80\ngt2nCyhr1iMc7u1k7aVrLrdCZ/Oo1pnQG83kVugw10NBlZ4D50tZOD6CSB8nRkV4cm2/HnyekNcq\nL3sx7TldwJyxYfQKcGFATzfuGBHCzoZ8XNVyXBtiSsipJK2ohkcviyTMy5F+QW4sGB/BrqR8m17T\niHZiOnmhAnN9PQvHRxDsoaFfkBsLJ0Sw90wBJTUGu+e7FJfRzNeJeSyYEEmfQDcGhXhw75hw6wb8\nrhoFrg3vwRPZ5ZwrqObpqyTCfZwYEOzOY5Oi+eJkLqXNyo30dSa9qHWvbG55HT3cNcwdF0EPdzUT\nJF9uGxHCe/st3eu/pBRRozfxxBUxBHs6MirSi/vHhvPegcyL+hED4Z/n0NYiAwBJknyA14EpNG2/\n5AB8DTyg1Wo7tbSrsq793V91Oh0vrnyeb/d+g0qpYsq06cydvxCZTMbdd9wKwFvvWH41pCA/nxdX\nLefwwQPIFXKumjyVuQ8usC426Sivlj75eDMfffBuu7/UY++8vIPJ/DqdjlUrlvHt3m9QqlRMnTaD\neQ9a6nHnbEvj8O1NH1pjWrXyeQ4dsMQ0ecpU5j+00Cam9vJ6fe0a3t64oc06fLrjS6KiYygtLWXV\nimX8+stPqFQqrpoylfkPPdzuKvKsNv7YNdLrdLy1dhW///QtSqWS8VdM5bZ75iGTyXhyvmUz8eWv\nvg1AcWEBG19bxcmjh5DL5Yy7fDK33jMfpVLJR2+/zrYP326zjNc2fUpoRBSVFeW8/uIyjh78HWcX\nV6bdMIsZM29tquf5NDa+thrtqQScXFy4ctoNXD/r9jbnp6QUtT8v06DX8fk7aznxx48oFEoGj7uS\nybPuQSaTsf4ZywKb+59bC1hWln/+7lpSEo8ik8sZNHYSk2fdY/0lKXvnK8tK+PL910k+eQTq64np\nP4Rps+fi4ubBN1s28v32D9us48OvvEePhuH25jIr2r9XRoOeXzavJ/nQL8gVSuJHX86o627HQSbj\nsxcsi6mue3w1YFl1/suWN8g6fQKZTE7syAmMuv5268Kg5k5+/wVH92y3+SWf6vJSftv6Fpmnj0F9\nPSG9BnHJTffi2PALRQZdHb99spHkQz9TbzYTMWAEl978QLuryJML2x7eU8gcuKaPPwOCXDGa6zmU\nWW799Zw5oyw9+uv2WT6o3DUKZvTxI8bHGXN9PUeyKvjqdAGNHVZKuQPTevkxIMgNmQMk5VWxPSGf\nuoYh747K6sz5lv441X5jRiW3LKa5LM4PvcnMroQ81v2URj3wxs2W/Xjv22yZp+vromLB5dEMCfXA\nVF/PN4n5rPspzbrIyMtZyfwJUQxt2JPzYHopL393jvI2hoI/v384mw9m2fySj7ujkseuiGZ4uBc1\nBhNfnMjl7d/OtxuXdwf7YyrlDtw3OoyxkV4YzPV8d7aQTQeyqAdWNiw8avy1HW9nJfeOCqNfTzfM\n5np+SC5i04Esm8VU78/qz9ZjOXzTzir4RneOCCHa19nml3xc1HLmXRLOkBAPqnQmdibksuNk2/fE\n2EGvplLuwANjw7g0yhu9qZ5vzxbyzh+Wxs+LMywLXR5u2JTe21nJ/WPCGNDTHVN9Pd9ri3jnj0yb\nmDbfNoAtRy6w61TrmCK8nbhndCiSvzN6Yz0/JRfx9h+ZGBrS2zvfUm1d+w1PldyBB8dHMj7WF4PJ\nzO6kfDb8arnvr820bHc29xPL/sk+Lirmj49kcIg7RjPsPW25tnlc2+8ewgcHsviijUZ8tJ8zCyZE\nEeXnTF55HZv2Z/Jjs3m1oV6OzB8fSe9AV8u9OpHLhwezWuXT6PeHx/zjkxK3ncj5W9u/N/QP/Mdj\n7qx2G5iNJEmSAz5YejsLtFptlyZCdNTA7K46amB2Zx01MLurjhqY3VlHDczurL0GZnfWUQOzO+uo\ngdldddTA7M46amB2Z6KB+e9mb5ui64DtwC7gc2CbJEmz/o6KCYIgCIIgCN1Tu6vIJUl6BhgPbAKy\nsQyPBwK3S5LUR6vVdv0HrQVBEARBEP5HdJvuxH9AR9sUzQJ6a7Vam70KJEn6BEgARANTEARBEARB\naKWjBqaJtofQ5cD/5oQOQRAEQRCETupum5//nTpqYH4A7JMkaQuQBdRjGSK/Gfjob6ibIAiCIAiC\n0A2128DUarUrJEk6CUwHJmLpzcwCntNqtV//TfUTBEEQBEH4V+pum5//nTrqwUSr1e4Gdjc+lyTp\nmFarvfMvr5UgCIIgCILQbXW0iryt3wdzbDyu1Wrd2jgvCIIgCILw/wUxB7N9HfXu3grkAzcBfYC+\nQHLDv/v89VUTBEEQBEEQuqN2G5harfZz4CrgaeBSrVZ7HtBptdoMrVab8TfVTxAEQRAE4V/J4W9+\ndCcdzk/VarUpWDZbnyBJ0jvYmbMpCIIgCIIgCHYXQGm12hqtVnsrcBT43/wBZEEQBEEQhC5ycPh7\nH91Jp3sktVrtemD9X1gXQRAEQRAE4X+AGPIWBEEQBEG4CLJuNzPy7yP2CBUEQRAEQRD+VKIHUxAE\nQRAE4SJ0t3mRfyfRgykIgiAIgiD8qUQDUxAEQRAEQfhTiSFyQRAEQRCEi+AgFvm0S/RgCoIgCIIg\nCH8q0YMpCIIgCIJwEcQin/aJHkxBEARBEAThT/WX92DKZP97zXud0fxPV+EvYTbX/9NV+NMpZf+b\n36Gq9f+b78GqOuM/XYU/nben4z9dhb+ENqX4n67Cn87f3+WfrsJforJS909X4X+W2Gi9ff+bn76C\nIAiCIAjCP0bMwRQEQRAEQbgIYg5m+0QPpiAIgiAIgvCnEj2YgiAIgiAIF0H0YLZP9GAKgiAIgiAI\nfyrRgykIgiAIgnARxC/5tE/0YAqCIAiCIAh/KtGDKQiCIAiCcBH+B7f6/tOIHkxBEARBEAThTyV6\nMAVBEARBEC6CmIPZPtGDKQiCIAiCIPypRANTEARBEARB+FOJIXJBEARBEISLIDZab5/owRQEQRAE\nQRD+VKIHUxAEQRAE4SKIRT7tEz2YgiAIgiAIwp9K9GAKgiAIgiBcBLHRevtED6YgCIIgCILwpxI9\nmIIgCIIgCBdBzMFs3z/awDQYDLy0agV7v9kFwLRrrmPu/AXI5fJW12acT2fVC89z8vgxnJycmTJ1\nOvfNmYdSqexUXvbSN/faqy+zZ/fX7Nr7Y5djMhoMrHlpJd/usdTj6unXcv/ch9qMKTPjPC+vWk7C\niWM4Ojlx1ZTp3HP/XBQNdbKXl8lk4s3XX+XrL3ei1+kZPnI0jzyxCHcPj1ZlvfHaK+z9Zhef7/6+\nyzEBGI0G3n39JX77cS8AE66cxi13zW0zrgtZGbz92irOJJ3E0dGJcZOmcNPt96FQWOIqKszn3ddf\nIvH4EeRyOYOGjWL2/QtwcXWzyceg1/PwfbOYdecchowYaz1+Nukkj8+dbXOtRuPI1m/2dSkmk9HI\njnfXcvQ3y2syYuIUrp51D7I2Yiq4kMln76wh/Uwiakcnhl56BZNvugu5QtGp82aTia+3bOTgj7sx\n6vXEDRzG9XctwNnNnYM/7mbza8vbrOO8ZeuI6tW/S3GZTUYObHuL1MM/AxAzahJDZvwXmax1XOX5\n2ezfuoH81NMo1BqiR0xk8LRbkckt9c5PPc1XqxbapFGoNfx37U4AqksLqHQauwAAIABJREFUObDt\nLXK0CcjkcoJ7D2bYdXehdnYFoDQng4OfbqQg/SxKjSPhg8YyeNqtKFTqLsUkd4CZA3owNMQdgN/T\nStmemE99fetr/V1U3DiwB1E+TtQZzew/X8bnifmYGq51cIAZvf0ZFe6BUi4jKa+SzUdzqdabWuU1\no48/w0Ldefzr5E7n36W4ZA7cPTKES6O9Adh7ppD3DmZhbiOvIHcN944OJT7AlTqDie+1RXxwOBuT\nuZ6Jkg8Lx0e2WcYjn58mKbfS5tijEyPxdlLx2JdnrMecVHLmjA1jaIgHdUYzOxPy2H4it+tBAQqZ\nA09Pj+PqAYEAbDuYxepd2jbjCvd15pkZ8QwK86RGb2TH4Qu8/E0yxoaL3Z2UPDsjnrGSLwaTmU8O\nZPHqtynWe2+vLHvpO0suc+DB8RFcFu8HwFcJebzxS3qbMQV7OrJgYiR9gtyoNZjYnZTPW79lYGq4\n2Ekl58EJkYyO8gJgf2opr/6YSkWdsVNl2UvfFQqZA49eFcNVfQMA2HE0hzXfprQZV6i3E09MlhgQ\n6kGN3sQXx3NY932q9V45q+U8dpXEpbG+APyWXMSq3cmU1xoAy3DyvIlRTB8YiEohY19KMcu+Oms9\nby+90L38ow3Mda++zP4/9vHq629SW1PDoicfw8XZhTvvuc/mOoPBwJx776J3375s/mQ7hYUFLHri\nMRQKBffPnW83r86kb3T6VBIfvvcuvn5+FxXT+tde4cAfv/Py2g3U1FSzZNHjODu7cPtd99pcZzQY\nePCBu+nVuy/vbfmMwsICljz9OAqFgnsemNepvNa/9gp7dn3Jc8tX4+buzrLFT/PCssWseHGNTVln\nT5/iow824et7cTEBfLhxHccP7+fpFa9SV1vLmuWLcHJ24YZb7rSNy2jgucfmEBPXm5fe3ExJcSFr\nli9CrlBw8+33YzKZWP7UQ7i5e7D05Q3o9Xo2vLKcNSsW8fTyV6356HR1vLT0STLSzrWqS1ZGGqER\nUSxevd56zMGh67M9vvpoA2dPHOKep1ehr6vlw1eXoXFyYtL1/7W5zmQ08sbShYRGx/PIi+9QXlrE\nh2uWIVcomHzTXXbPW8p6k8O/7OW2h57FydWNLetWsHXDau54dBkDRk0gbsAwmzI3v7ac2uoqwmN7\ndzmuwzs3kX36KJPmLMGgq+Pnd1ej0jgxYPKNNteZTUb2rF2Eb7jE9KfWUl1Wwi+bViOTKxg87VYA\nSnMz8QwK48r5z1vTNb7WZrOJb9c/h8bFjasWvIDJoGfflnX8vOlFJs1Zgr6uhj1rF9FD6svUx1+h\npryE3z5Yg9loYOSN93cppmv6BtArwIW1v2WgVsi4Y1hPao1mdp0utLlO7gAPXhJGWnENS79NxcNR\nyR3De2I01/NFUgEA1/bxZ3iYBxsPZFOtN/HfoUHcMjiQDX9k2eQV6qlhUqwPZc0+3DqTf1fMHhbM\noGAPnt2djEYh45EJkdToTWw9lmMbl8yBpVMktPlVzPssCS9nJY9MiMRorufDw9n8eq6Yo5nlNmke\nGh+Bi0rO6TzbxuXwME/GRfuQcKHC9vpLI/BxUfHIF2cIctfw0LgISqr1/JRS3OW4HpksMVby5Y63\nj+CskvPSzf2oqjPy+vepNtcpZA5sunsIJzPKmPbKPvzc1Lx0Uz8MJjOv7EkBYMPsgXg4qbj73SOY\nzPWsuKEPaqWMlV9rO1WWvfSddf8lYQwL92LhZ0k4KeU8M0WiWmfivf2ZNtfJZQ68ckNvTuVUMvv9\n4/i4qHh2Siwmcz1v/ZYBwMOXRRHi5ciD25IAeHxSNE9eGcPjO093qix76bviwcujGBXlw/0fnMBJ\nLWfFdb2p0hl56+d0m+sUMgc23DaAxOwKblh/ED83NSuu643RVM+6Hyyv9dNXxxLq7cw97x0DYPH0\neJ6bEc/8LScbyorm6v49ePTTRMprDCy9phfPTotjwdaETqX/NxL7YLbvH5uDqdPp+HTbVhY8/Bh9\n+/Vn2IiRzH1wAVu3fITZbLa5trAgn/jefXjqmecIDQtn8JBhTLx8EkePHO5UXvbSNzIY9Cx++gn6\n9utaj1HzmHZ8+gnzFjxK7779GDp8JPfPXcCnWze3iqmgsIC4Xr15/OnFhISGMWjwUMZPnMTxo4c7\nlVd1VRWffvwRjzzxDIOHDidGimP+gkdJS03BaGj6QDQY9Cx99kn69r24mAD0eh17vvyU2fctQIrv\nS79Bw7jlrrns2rm1VVzFRYVESfHct+ApgoJD6dN/MKMumcipk0cBSD+nJS3lLPOfeI6wyBhi4npz\n19xHObL/N6qqLB+EqclneOTeWyjIy2lVF4Cs82kEh0bg6eVjfXh4enUpJoNex+97Pmf6f+cQLvVG\n6jeEq2fdy6+7treKqaykkJCoOGbe9yh+QSFE9x5I/5HjOHfqRKfO19ZU88uuz7j+7gXE9B1Ez/Bo\npv93DrmZaZiMRlRqNW6e3tbH+eRTpCQd59aHnkEu79p3QKNBz5lfdjHsurvwi4gjKG4AQ66Zzamf\nvqS+RVzVpcX4hMYw+ua5uPv3JFDqS/jAMeQlJzbFnpOJZ48QnNy9rA9HN0sPeXFmKsWZ57jkvwvx\n7hmOX7jEiJn3kpV4CF1NFRdOHcVQV8OYWfPwCAgmUOrHoKm3cO7QT12KSSFz4NIoL7adyCOtuJYz\n+dXsSMhnQrR3q8EpD0cl50tq+fBIDvlVerSF1RzJKkfydQZAo5AxIcabzUdzOFtQTVZZHdtO5BHk\nrkHeLDO5zIHZQ3uSWlTTpfy7Qil3YHIvPzbuz+BsfhUnLlSw6WAWU/sEtIrL21lJckE1r/1yngvl\ndSTmVPJbagl9Ai09xXpTPaW1Busj1t+FfoFurPo+1aYnykUt54ExYZxq0aPp56JiZIQnr/6cRnpx\nDb+nlbD9ZC7TG3q1ukKlkHHzyBCe//IMJzLK2JdSzKqvtdw2JqzVh7G/u4aEzDKe+jSJ9MJqDqaW\n8M3JPIZFWnp0ewW5MSzSm4VbTnLsfBknM8t58tMk/js2DEeV3G5Z9tJ3Oia5AzP6B7L2p1RO5VRy\nOKOMN345z/WDAlvdK18XFWdyK1m5N4Ws0lqOZ5Xzo7aQ/sFNI0tjor355MgFkvOrSM6vYuvhbAaH\nenS6rI7Sd4VKIeOGocGs3pNMQnY5B1JLeOXbFG4eHtzqXvm5qTl1oYIlX5wmo7iGw+ml7E3KZ3C4\np/WaS2N9+XB/JmdyKzmTW8n7+zIYHmn52+yslnPz8GCWfXmGQ2mlaPOqWP1NMlH+LigaVsp0lF7o\nfv6xBqb27BnqamsZOGiw9djAQUMoKSkmO8v2G2FgUE9WvvgKLi4uACRrz/Lzjz8wbPiITuVlL32j\nt95YT3BIKBMvv+KiYkrRnqWurpYBzeoxYNBgStuKKTCI51e+jHNDnVK0Z/n15x8YMmxEp/I6cfwo\nDjIZo8dcYj0/aMgwPtm5yzrEDvDOW2/QMziE8ZdNuqiYwNIo1NXVEd9voPVYr34DKS8tIS8n2+Za\n/4BAHnl2JU7OLg1pkzm472f6DbT00PkFBPLMytfw9PKxpnFo+Etm0OsASDx+mKGjLmHl6++1WZ+s\njDSCgkMvOh6A7PQU9Lo6Inv1sx6L6tWPyvJSivIu2Fzr7deD2Q8/h6OTpRFxIT2FxEO/EtN3cKfO\np50+iYODA70Hj7LmGdNnIE+v22IdQm9kMhn58sMNjJs6E5+AoC7HVZKVilGvIyC6qeezR3Qf6irL\nqCi0He509fFnwt1PoHK01Ls4K42Mk/sJjGv6MlKWm4m7f882y3L1CWDS3KU4uTd9ADTeS5NBj19E\nHBPvewa5UkWzCzAbDa0aux0J8dSgVshILqy2HksurMZNo8DXRWVzbXGNgTf3Z1FntOTf00PDgCA3\nTudXARDt64S5HhJymhpY2oJqFn2TYjPEfXW8LwVVeo5klXcp/66I9HFGo5ST1KwuiTmVeDop6eFu\nO4WgoFLPC9+do8ZgGcYP93ZiRLgnJ7JteyHBMgw5e3gwOxJyyavU2Zy7b3QYv6UWc7ZFfeMCXKjW\nmzhfUms9lpRTSaSPM0p517po4oPccFIrOJRaYj12KK0EH1c1od5ONtdeKK1l3ocnqNJZhnZjA125\nrI8/+1KKAAjxcaJWb+J0s97WMzkVqBVy+gS72y3LXvrOivZ3wVEl50Sz98PxrHK8nFUEeWpsrs2r\n0LHoy7PUNEy5iPJ1Zmy0N0fOl1qvKasxMCneD2eVHCeVnMvj/dA2vkc7UVZH6bsiNsAVJ5Wco83q\ndvR8Kd4uaoK9bO9VTlkdD3+SSLXOEpcU4ML4OF8ONHvty2oMTOkbgItagbNazuS+AZzOsbz2g0I9\nMdfDL9oi6/WH00uZ+uof1iH2jtL/Wzn8zY/u5B8bIi8syEfj6IirW9O8O28fS6MjPz+PkNCwNtNd\nN30KaanniIvvxc233tblvNpKD3Dm9Cl2bN/GJ9u/4Ptv915UTAUF+Wg0jrg2m0vo5e1jrWN7Md14\n7dWkp6USG9eL/8y6rVN5ZWdlEhDQg99/+4V33nydstJSho8czfyFj+HiaunVOHvmNF9s/5SPtu3k\nx++/vaiYAIoLC1FrNLi4uFqPeXh5N5zLJ7BnSJvp5v73OrIy0oiMiWPq9TcD4ObuwcCho2yu+/Kz\nzQT2DLE2OqfPvLXD+mRlpKNUqXnwjplUVJTRq+9AZt+/AC9v307HVF5ShEqtwcm5KSZXD0tMZcWF\n+AUGt5lu+bxZ5GWdJzhSYtzUmZ06X5ibjaevP0lH9rHnk01UVZQRN2AYM2bPxbGhId7oxB8/U1Zc\nyITpN7bKuzOqy4pRqNSonZrydXTzbDhXhLt/243WzxbfQ1luJj4h0fSeOMN6vDQ3E7lSxY6l91NX\nVUFAdG+GX383Tu5eaFzcCO492CafpO934uYXZG10Ons2fZEwm02c+vEL/CPjcZB1/ruth6MSndFM\nraGpUVreMNfM00lJQZW+zXRLrogiyF3D+ZJavku2DPP6uagpqTHQN9CVq3v54apWkJRXxbYTudb8\nQzw1jI30YvHecwzq6dZm3u3l3xXezkrqDCabuZ+lNZZYfJzV5JTr2ky3YWYfQr2cSC6oYmdC6zmS\nYyK98HFRsf247blhYR7E+rtw/7ZEbhli+6XB21lFSbXt61hao0cuc8DLSUV+Zdt1aUuAu4YanZHK\nZvMBCxvSB3hoON+iV7jRnkfHEBPgSmJWOe/+YhmeLarQ4aiS4+mspLTaMjIT5OlorXM9dFiWvfSd\n5euiplZvokrXdK8aXy8/VzXZpXVtptt8xyAifJw5k1vJ1iNNX1xX7k3h2SkS3z44ErA03u7ZfKLT\nZXWUviv83NTU6E02r19RpaUsfzc1mcVt36vP544gyt+FUxcq+GBfhvX44s/P8ML1vfnjqUsBuFBW\ny6y3LKNyId6O5JbXcYnkw33jI/F0Vlp6nHcnW79gdJRe6H469VdekqT+kiRNkSTpSkmS+vwZBdfW\n1aFW2f4HVzU81+vbn9C7dPlK3ti4CZ1Ox4L5c7qcV1vpDQY9zz79BA8ueAQfn843UlrS1dWhUrdX\nj7Y/BAGeXbaS1za8g05Xx2ML5nQqr+rqagoLC3j3rfXMX/gYS5avRnv2NIueeNga09Jnn2TOgw/j\n/X+ICUCnq0XVYlGGsqFXymBoP64Hn1zKkhffQK/TsfzpBW1es+Pj99j/6w/cMeeRTtWltraGooI8\njAY9DzzyDA899TwF+bksefQBjMbOTwTX6+pQKG1f36bFVe3HdMv8RTywZA0GvY63VzzRqfO6uhrK\nS4rYs+09Zsyey60PPUtWWjLvv7y4Vfrf9+xk+PircHJpv2HTEaNeZ9tjCMgbFleZDO2/Ppfe/ghX\nPrgco0HH9+ufA8BQV0t1aSEmo4Ext8zn0tsfpaq4gG9efQqzqfVigpN7tpF+fB8jZt7TZhn7t75B\nSXY6Q6+9s83z7VHJZRhMtj2exobuRkUHm9C9czCbF39KRyl3YM5oy5cgjVKGh6OCq3v5se1EHhsP\nZBHqqeHu4ZYvFHKZA7cP7clnJ/PsLphoK/+uUCvk6FvEZWiIq6New9U/pPLEl2dQK2Q8c0VMq/OT\ne/nz3dlCqpo1XF1UcuaMCWfNz2nojK17j9UKGfoWq5Q6U5e2aJSyVmXoG56rFO1/5CzcfJJZbxxE\nrZTx5uxBAJzILON8YTXPX98HN0cFHk5Knp4Wh8FkRqmQ2S3LXvquxNTyXlnLkbefz5KvtczdmmCZ\n8zkj3no8xMuRzJJa5nycwJyPE6jSGVk8JbbTZXWUviscVXL0RtvFbY1ld3SvnvgsiTvePYpaIWPt\nzU2jQGE+TpwvquaOTUe5Y9NRKmqNvHC9ZTTFSa3Az1XNveMiWPWNlse2JRHXw5VVN/TpVPp/K5mD\nw9/66E46/B8mWSQCO4HHgKeALyRJSpEkqV9Hae3RqNWtGn+NjTCNRtNWEgDi4nsxbPgIFi9dzuGD\nBziXktylvNpKv3HDG/j5+XP1tBn8X6jVagwtGpJN9XBsN11sXDxDho3g6SXPc+TQQVLPpdjNS6FQ\nUFNdzaLnVjB46HAGDh7CU4uXsX/fb2RlZvDuWxvw9fVj8tTp/6eYLHFpWtWlsWGpVrd/ryJj4ug3\naBhzH1tM4vHDZKTbLtj55IONfPDWWu6a+yiDho1qJxdbjo5ObP7qF55avobo2F706T+YJ557iazz\naSSdONrpmJQqdasGaePcVVUHMQVHSkh9B3PznCdJTjxKTkaa3fMyuQJdbQ2z5j1FTN9BRPcewE1z\nnuD0sQMU5jZNMSgvKSL19EmGXHpxUzQAFEoVphZxNT7vaOW2T0gUQXEDGHvbAnK0Jym5cB6lxpFb\n13zG5Q8sxjdMIlDqy8T7FlGWk0mONsEm/fFdWzi8cxMjZ95HcO8hNufMZhO/f7SWs7/tYfydj+Md\nHNGlmAwmc6uGpKKh0dPyg7i5zNI6zhZU896hC8T5uxDorsZkrsdRKefdg9mcLagmubCGTYcu0CfQ\nFT8XFVPifSmtNfDH+TK79Wor/67QG80oWzROGhtzbTUCG6UW1XDiQgUv/5RG/57uhHo1/W3xclLS\nJ9CNH5oNQwLcOzqMgxmlJOZUtsyuWV1sX+PO1KUtOoO5VeOk8XltGyv1G526UMEfKcU8ujWBkTE+\nxAS4YDDVc997x4jwc+bY0sv49elx/JFSTHmNgao6o92y7KXvdExt3KvGcuoM7b8+yflVHMko4/nd\nyQwO8yTCx4kgDw0LJkaxYk8yx7PKOZ5VzhM7TzMo1IMBwe52y7KXvivqDKZWDeTG53WG9u/VmdxK\nDqaV8PSOUwyP9CbKz5lgL0eenBLLs5+f4XB6KYfTS3nw45MMC/diSLgnRlM9LhoFT20/xaG0Uo6c\nL2XRztOMlXwI9nK0m17ofuwNkb8PPKLVavc0PyhJ0iRgIzD0Ygv28w+gtraG6uoqnBuGCYsKCxvO\n+dtcW1iQT2JiAuMnXGY9FhkVDUBZWandvOyl373rS4oKCxk11DLH0Gg0YDQaGTV0IK+98ZbN3E77\nMdVSXV2Ns3PDvLYiSz1arkovLCjgVFICl46f2FSnyJYxtZ9X44rw8IimrUlCwywf3Hm5OezZ/RXF\nRYWMGzmoISYjRqORcSMH8cq6N+k/sHMxAXj7+lFXV0ttTbV1nmFpseUDzMvHNq6SokKSzyQyfMz4\npnqFW+pYUd70of32utXs2rGVex96kiumXtfpugA4NxuqB8twvaubO8VFnV/F6+Hti76ulrraGjSO\nlrlGFaWWmNy9bHt8y0uKOJ98in7Dm+a79gi1vNbVlWV2z7s3DP0HBIdZz/sHWeaQlhTm4dvDMlx5\n6uh+PH38CI2O63QcLTl7+mDU1aGvq0GlscRVU17ScM7b5trqsmIK088SNqCpce/VUK+6Ksu8p8b5\nmY2c3DxRu7hSU9Y0JLz/kw2c+ulLRt00h7hLJttcbzYZ+entlWQmHGTivU8T2m94l2MqrTWgUcpR\nK5p6q9w1lj9dZTW2jQR3jYIIb0eOX2hqSF0otwxfuqoUlNVars+paBrybZyn6OWkZHioBx6OCtZd\nY7kHcpkDcpkD666J49VfMyio0neYP3R+KLmoWo+jUo6jUmYdnvdysvQ+F7cYrvZyUhLr78If6U1z\n5TIa5ku6aZr+jA8J9aCgUmczXxVgguRDncHE+BjLe1Ehs/SG7LhzMPdsTaCoWo+Xk+2WbV7OKowm\ns80q+s7ILa/DuWEOXeN8PT9XS+M7v8Wwv5+bmv6hHnybmG89ltywAMmzYQhbm1vJFat+w9tFRWWd\nEbnMgSenxpFZXIOLRmG3rI7Sd1ZBpQ6nhvmOjXMrG4fYC6tsY/JxUdGrhyu/NFt9n9pwP9wdlXg5\nKzGYzDbD6nkVOspqDAR5aEgvrumwrNgAlw7TH28xb7gj+eU6nNQKm7J8G16/ggrbuHxd1fTt6cYP\nZ5p2bjhXYJn36emswstZhd5otnldc8vqKK0x0NPT0Tp1IbXZezO94d+BHo54OCk7TH+42Xv/36R7\n9Sn+veyNEbi2bFwCaLXavUD7XXKdECPFonF05PjRpl6n48eO4O3tQ3Cw7XBTWloajzw0j/y8POux\n00mJyGQywsMj7eZlL/1b737Atp1f8fFnO/n4s53MvvNufH39+PizncT36nz3fFSMhEbjyMljR6zH\nThw7ipe3Nz1bxHQ+PZUnHp5PQX6zOp1KQiaTERYeYTevvv0HAKA927QtRXqqpYcwqGcw6ze+x+ZP\nv+CDrTv4YOsObr39Lnx8/fhg6w5i47s25BAWGYNao+FUwvGmuiYcx8PTmx5BtnMVszLSWPnsIxQV\nNn1gpJw9jUwmIzgkHIAt777B7p2fMPfRxV1uXCafTuQ/V40mv9kK88L8XMrLSq35d0ZQWDQqtYbU\n003bX6SeTsDVwwvfHrbzFPOyz/PuqqcpbdaAzUg5g4NMhn/PMLvnI2ItQ0DZqU17KeZlWeaY+fgH\nWo+d1yYRGX/xq/0BvHpGoFCpyU9JairrXBKObp64+QbaXFuWm8n3bz5PdWnTB0bh+WQcHGR49Aim\nIP0s78+7hsqipntZVVJAXWU5Hj0s9/3olx9w+qevGHvbQ60alwC/frCGzMTDXPbA4otqXAJkldWh\nM5qJ8W1adBDj60x5rYHCFg2xHm5q7hsVgqdjU6MrzMsRs7me3Io6zhVZPtBCPZv+fAW6WT5Qi6r1\nrP4pnWf3nOO5b1N57ttUvjlTRFmtkee+TeV8aa3d/LsiraiaOoOJ3j2avjD1DnSlpEZPbosP9xBP\nR56aFI1Ps3mDMb7OmMz1ZJU2LcyJ83dpteclwO2bT3D/tkQeaHj8kFxESmE1D2xLpLhaz5m8Ktw0\nSkKavS69erhyrqjGOlTeWWdyKqjRGRkS0bT4a0iEF4UVulaNuih/F9bfNpAA96ZRg74hHpjM9aTm\nV+HmqOCTOcMJ9NRQXKVHbzQzId6P/PI6zuVX2S3LXvrOOldQTa3eRL9mc3L7B7tTXKXnQpntfQ/z\ndmL5jHh8XZvuVXwPV0zmes4X11BYqUejlNOz2eIgTycl7o5KLpTV2S3LXvqu0OZVUqM3MSisqYdw\nYJgHRZU6spot+AKI8HXmlRv74e/W1FPfO8gdk7metIJqCirqcFTJCWm2kMvbWYWHk5KsklqOZ1g6\nGOKavd+j/CwdQtmlNXbTC92PfPHixe2eXLdu3cx169bVzp0791Tz45Ik3QD0mjt37vv2CjCYaLMA\nhUJBcVERWz76gPhevcnIOM8Lzz/HjbNuYcDAwZSXl6HT1aHRaPD3D+DXX35i377fiIvvRWpqCkuX\nPMPlk67i8iuutJuXvfSurm64u3tYH+dSUkhMPMn9c+ajULTu5DW1tQNtY0zFRXyy5UNi43uRlXGe\n1S8sZeaNt9B/4KBWMf3+60/s/+N3YuN6kZ56jhVLn2HipCuZePmVdvNyc3MnPe0cX+7cTowUR2lJ\nMSuWPYsUG891M29qFVPauRSSEk9yz/3z2owJaHfISKFQUFZSzNfbtxAVE09OdgZvvfoCU669kfi+\nA6isKEev06FWa/Dx8+fwH79y/NA+ImPiyDqfyvqXljJ63OWMHnc5aSlnWbNiEdNuuIVLL7+Kutoa\n60OlUiFrsfhj6/tvMnbCFdZV424eXvz2wzckHj9ERJREQX4u61YtoWdoONfdfHurupfXtd37Ilco\nqCgr4ZevtxESGUtBbhafvvUyl0y5nsj4flRXVmDQ61Cp1Xh6+5F4eB9njh0kOFIiNyudT95YxYBR\n4xk4eoLd804ubuRmpXPg+6/pGR5DZXkJW99YRc+IGMZeda21Tns/fZ/IXv2JjLc/+yS/uu15ojK5\ngpqKUk79+AU+odGU51/gjy2v02v8NAKie1NXXYnRoEehUuPi5UtmwgGyTh3FJySK0twMfv9oLRGD\nxxI5eCwaV3fOHfqZHO1JvIMjqSou4NcPXsGjRwj9r5xJUeY5fnn3Rfpcdg1Rw8Zj0NVaH3KliszE\nQxzZuYnhN9xNoNTX5rxCrbGuOG+uuLr1/TLXW3omJ8b4kFFai5+LipsHBfJDSjHnimpwVskb5mnW\nU1pjoH+QG717uJJRWkugu4bbhgRxOKucI9kV1BjM9HBTMybSk8zSWtw0Cm4dEkRmaR0/nSuh1mCm\nWm+yPgLd1UT6OPFFUgHmeuzm35bKdnoATfXg6ahker8AUgqrCXLX8MCYML5IzOdUXiUuass2PHpT\nPYXVeoaHejIo1J1zhdWEejox/9IIfk0t4bdmq3hvHBREYk4lp1rsfVmlM9k8+vRww8NRyc6EPOqB\nar2JKF9nJsT4kFJYTXyAC3cMD+H9Q9nWntJW96qd4yZzPT5uamaPDScxq5xwX2eeu64X7/+WwZH0\nUtydlGiUcnQGM7lldUzo5cclcb4kZZcTHeDCihv6sOtELrtP5qHCkSHtAAAgAElEQVQzmpk1MoSB\nYZ6cyi6nT7A7L8zsy5q9ySRlV9gty176llxc2l74YzLX4+WsYuaQIM7mVRHs5cjDl0fx6dEcTmZX\n4KZRWHvY8yt1jInyZniEF9q8SsJ9nHjiihh+OFvIj9oiCqt0jIjwYnSUNykF1Xg7K3n8ihjKaw1s\n/C0Do52y7KVvi76dqQkmcz0+LipmjQzh9IUKQr2dWTQ1js37MzmWUYabowJ1wzzX/PI6Lo31ZXSM\nD6cvVBDp58KS6fHsScxn76l8Cip0jInx4ZJYH7R5lXi7qFk8PZ7SagPrfkylotZIhK8z1w7uydnc\nSrxdVCyeHs+ZnAq2Hsy2m74t94+PXNLmib9Rdknd4r+zvJ5emn885s5yqO/g5wwkSYoCNgMSkAPU\nA4FACnCjVqtt+643U61vvwCdTseqFcv4bu83KFUqrp42g3kPLkQmk3HX7FsA2LjpQwAK8vNZvfJ5\nDh04gFwhZ/KUqcx7aKF1sUlHeXUmfXNbt3zEh++/2+4v+eg7mJOk0+l4edVyvv/2G1RKFVdNnc4D\n8xYgk8m4707LCvE33ra0ywsK8nll1QqOHDqAXC7nislTeWD+QzYxtZcXQF1tLWtfWc33e3djMpsZ\ne8l4Fj72lHUVeXOfbt3M5g82dfhLPnkdfPvV63VsXLuKfT9/h1KpZNykq7n17nnIZDKeetCymfjz\nazYCUFxYwNvrVpNw7BByuZxLL5vMLXdbfjVp8zuv8+lH77RZxqvvbiM0PMrm2PRxA3lq+RqbX/LJ\nz8th0/qXSDpxFLPZzLBRl3LHnIdb/RIQQGZZ+8NgBr2O7W+v4di+H1EolAwbfxVX33IvMpmMtU9b\nFlvNW7YOsKws3/7OqyQnHEEmVzDkkklMveVe68Ige+f1ujo+f28dx37/AbPZTJ+ho7nuzodsVpE/\ne9c1XH7drYyaZH/ebEJB23PpwLJIaf/WN0g78itypZLoEZcxdMZsHGQyvn7pUQCmLFwFQHVpEfu3\nbSDn7ElkMhlRwyYw5JrZ1oVBlUX5HPj0LfKSE6ivrye033CG33APamdXjnz+Pie+2dpmHa555g1O\n7tlGajt7Xt726g6UbcxL1ua3fb8UMgduHNiDIcHuGM31/JFeyvaEfOqBR8ZZeq5X/2TpFfZwVPCf\nAT2I83fBbK5nf0YZ2xPyrV8MVXIHru8fwNBgdxwcHDiRU8HHx3JtVqk3GhflxaRYH5tf8rGXf0sX\nSqrbPA6WeY73jQ5jbKQXBnM9350tZNOBLOqBlVMtw/SNv7bj7azk3lFh9Ovphtlczw/JRWw6kGXd\n4gXg/Vn92Xosh29Odzxd5M4RIUT7Otv8ko+LWs68S8IZEuJBlc7EzoRcdpzMazcPbQcbsKsUMp6d\nEc+U/j3QGc1sP5zNql1a6uthy/2WLctuWn8QAH93Nc9Mj2dktA9Gs5nPj+SwatdZa89pTy9Hll3X\nm0HhnhRX6Xnn53Q+bLZyuaOyOpO+OX9/lzaPg+V989DEKCbG+aI3mtmdlM/6n9OpB16/sS8AD3xs\nmZvs66LiwYmRDA619MbuOVXA+p/TrffK00nJvPERDG3oOTx0vpQ1P6RS3jCFo6OyOpO+pcoOdgFQ\nKWQ8MVniij7+6I31fHE8h1cafulo0x2WKVaz37GMDvq5qnl8ssSwSC9M5nq+OpHLK9+mWBfdeTur\neOTKGEZEeQEO7D9XzAu7tZTVWL5kaZQyHr4ihiv7BCCTwU9nCln+tda6itxe+paSll32j49QH0gt\nu4jf8Lp4wyM9/vGYO6vDBmYjSZICgWAsQ+qZWq32gp0kVh01MLurjhqY3VlHDczuqqMGZnfWUQOz\nO2uvgdmdddTA7M46amB2Vx01MLuzjhqY3ZloYP672d0HU5KkwcAsoCdgArIlSdqp1Wp//6srJwiC\nIAiC8G/lIJb5tMveNkX3AB8CpcA3wHdAOfCWJEkP/fXVEwRBEARBELobez2YC4GhWq3WZlM4SZLW\nAgeBV/6qigmCIAiCIPybdbO9z/9W9rYpMmHpsWypEuja5miCIAiCIAjC/xfs9WDuBb6SJGkTkEXT\nKvI7sAyXC4IgCIIg/H9JdGC2z14DcwFwT8MjGMtreQHYAWz4a6smCIIgCIIgdEf2hsi9gH7AIeBq\nQAlcAtyJZVW5IAiCIAjC/58c/uZHN2KvgbkRy3zLCOAnYDmgwrK45/W/tmqCIAiCIAhCd2RviDxS\nq9XOkCRJA2RptdrGn2D5QJKkB//iugmCIAiCIPxriX0w22evB1MmSZKLVqutwzIsDoAkSV5YhssF\nQRAEQRAEwYa9BuYGIEGSJLlWq/0CQJKkUcBJYN1fXTlBEARBEIR/KweHv/fRnXTYwNRqteuA67Ra\nranZ4TzgRq1W++ZfWjNBEARBEAShW7L7W+RarfZYi+epQOpfViNBEARBEIRuoJt1Kv6t7A2RC4Ig\nCIIgCEKXiAamIAiCIAiC8KeyO0QuCIIgCIIgtEGMkbdL9GAKgiAIgiAIfyrRgykIgiAIgnARxEbr\n7RM9mIIgCIIgCMKfSvRgCoIgCIIgXIR/2+bnkiRNBlYAaiABuEOr1Va0uGYOcB9Qj2Xbybu0Wm2B\nJEmOwOvAUCyzSw8CD2i12lpJkvoA+4FzzbKaqdVqte3VRfRgCoIgCIIgdHOSJPkCm4BrtVqtBKQB\nL7S4ZhDwMDBSq9X2BlKApQ2nn8LS8di34eEIPNFwbiSwRavV9m/2aLdxCaKBKQiCIAiCcFEc/uaH\nHZcDh7VabUrD8zeAmyVJsibVarVHgWitVlsuSZIGCAKKG07/CizTarXmhl9wPA6ENpwbCcRJknRM\nkqRDkiRdY68yooEpCIIgCILQ/QUDWc2eZ/P/2Lvv8Kaq/4Hj7+yke+/SQWlaoGVvGSqKCOJAQcWt\nCAoKTnAwFAFBQEBQxIkLUVFERHGBbGSUVWhKS/feu1nt74+EtKEtbRFFvr/z4snz0HvPued8kjY5\n93POvQEXwLlxIZ1OZ9RqtbdY9w/BkvVEp9P9otPpEgG0Wm0IMB342lqtClgP9AHuB9ZotdreF+rM\nP74Gs7Ta+E838a/7jy25uGQqak2XuwuXXI3JfLm78I+oMvxvxlVZ+7/3fmEy11/uLvwjfH2dLncX\nLrmMtOLL3YV/hEKpuNxd+N/13xoQSLGsqzxfkw8MnU63Cdik1WonAtu0Wm2ETqerA9s0+nfAKp1O\nt8Va/vFG1U9rtdoNwE3AoQt1RhAEQRAEQbiypQMBjX4OBEp0Ol3VuQ1arTZCq9Ve1ajMh1imwd2t\n++8EfgVm6nS6BdZtMq1W+5JWq22cCZUAF8wIiAGmIAiCIAjCRZD8y/9a8QvQX6vVdrL+PBn4/rwy\n/sCXWq3Wy/rzBOCkTqcr0mq1NwErget1Ot0X5ypY12OOAR4F2/T5WGDjhTojBpiCIAiCIAhXOJ1O\nlw88CHyj1WpPAzHAM1qttrdWqz1qLbMLmA/ssG67E7jFeoglWDKT72u12qPWx2rrvgnASK1WewL4\nCZiu0+lOX6g/kvr6f3Z9UFap4X9uAdJ/a8nFpZNZXHO5u3DJZVf+78UEcDS34nJ34R+RkFN5ubtw\nyRVV6C93F/4RlVWGy92FS06swbyypCwfddk/jk9kVv6rY5yYIKfLHnNbiQymIAiCIAiCcEmJb/IR\nBEEQBEG4CFdMOvEyEBlMQRAEQRAE4ZISGUxBEARBEISLIVKYLRIZTEEQBEEQBOGSEgNMQRAEQRAE\n4ZISU+SCIAiCIAgXoQ03P/9/S2QwBUEQBEEQhEtKZDAFQRAEQRAugkQkMFskMpiCIAiCIAjCJSUy\nmIIgCIIgCBdBJDBbJjKYgiAIgiAIwiUlMpiCIAiCIAgXQ6QwWyQymIIgCIIgCMIldVkzmCaTkdVv\nLmb7Lz8BMHLMbTzy+DRkMlmTshnpqaxa+jonj8eh0Thw/agxPDRpKnK5wq5cfX09M6c/Rv+rhnDr\nHXfbtleUl/HuqjfZv/tPjEYD3Xr2YerTM/Hx9QOgqrKSt5cvZu+uHQD0GziYx6Y/h6ur20XF9Eej\nmCZeIKa3GsU04gIxzZj+GANaiGmfNabu58XU1uO3LS4Tn699k/07tgEwZMQYxj8wBWkzceVkpvHp\nmqWcOXUclVrD4OGjGHvfZORyy69bcUEen619k9PHDyOTyejWexB3T5yGo7MLAIX5uaxbvRjdyTic\nXFwZeevdXDdmHADffraW7z5/v9k+vrluM14+fm2OyWwy8cPHqzi253cA+lxzIzfc/WizMRVkZ7D5\nw5Wk6k6gUmvoNfQGrr/zYWTypn9CP3+xlqO7f2fm2xva3FZ7+tKaOrOJIxvfI+3wTgDCB1xHtzH3\nI5U2PVZ5fhaHv3mXwrOnkavUhPW9ltjR9yCVWeIqOHua3958zq6OXKnmjqXfXJL9bSWTwH19gxgY\n6g7A9qQi1h/Jpr6+aVl/FxX39w1C6+NIrbGOncnFfBWXjdlaViKB8T38GRbhiUIm4VhWBR8eyKBS\nbwZAo5ByX58gegVbfh/jMsv59FCWbX9jd/bwZ1C4O09sPNWueGxxSSU8dlUIV0d6AvDTqQI+3JdO\nXTNxBbqpmTI4lC7+ztQYzfyaUMDHBzIx19VzfZQ3zw3v2GwbT38bz4nsCq6O9OTF6zvZ7UspqubR\n9ccBWt3f3rimXxPOdZ19APjheC7v/JnSbFzB7hqeHt6RmEAXaoxmtp7MY+2uNMzWwg5KGdOv7chV\nER4A7EsuYcUfyZTXmtrUVmv120oulTD39hhu7h0EwJf70li4Kb7ZmMJ8HJl3Ryy9O3pQpTfzzf50\n3vjhNCZrYTcHBa+Oi2VYZx8MpjrW70lj2daEZn+fZ4yJ5pY+wQyY9Yttm5NaztzbY7guxvJ+90d8\nHq9sPEFplbFdMZ2La9atnbmpZwAAX+3PYPGWhObj8nZkzm2d6RXmQbXexMaDmSzbmmiLy9VBwdzb\nujAkyhujuY4v96WzYtuZZuP6eFIf/ojP55PdabZtKoWUF26KZmQ3P+QyKVvislmw+TR6Y1274/q3\niPtgtuyyDjDfW72CQ/v3smDZampqqlk490UcHB2596FJduVMJiMzp00mqkssa9ZtoKiggIVzX0Au\nk/PQ5Cds5cxmMyuXLODg/j30v2qI3TEWz5tFfl4u8xavQKVWs2blUl5+9gne+fhLZDIZK96YT2ZG\nGotWrAFg2cJXWDJ/DvMWr2h3TAf372WhNaYFc1/EsYWYZkybTHSXWN61xrSglZgGnBfTokYxqdVq\n3lm5lJeefYI1H39JfX1dm47fVl99tJoTh/fzzCtvUltbw5o35qBxcOSWux4+Ly4Tb8yaRkdtV15d\nuY7S4kLWvDEHmVzO7fdNps5s5s1Xn8PZxZUXXn8bo8HAx6sWsWbJXJ55ZRlGg4FFL07B1d2Tlxa/\nS0V5Ke8texWJVMrw0bdz49h7uObG22zt1dfX88asafgFdGjX4BLgpy/WknjsLx544XUMtTVseGs+\nKgdHrh17n105s8nEh/OfI7hTNE8ueo/ykkI2vDUfqVzOiDvt489M1vHn5i9x9fBuV1tt7UtbHNu8\njpyEIwydPAeTvpZ9ny5FoXag6w132pWrM5vY8fZsPEO0jHh+OTVlRez/ZBlSmYzY0fcCUJ6bjmtA\nKFdPmWerJ2l0X46/u7+t7uoVQGyAM4t+T0atkDHlqhBqjGa+O55nV04mgZnDO5JUWM2LW3S4axRM\nGRyCua6er47mWI7VM4DB4R68tTOVSr2ZyYM6MLF/MG/+mQrAQ/2C8XdRseDXZAAmDujAowM7sGx7\nil1bYR4aRnf1paTa0O54znl4QDC9O7jy8g861AopM66LoNpg5otDWfZxSSUsvCmKhLxKHv/qBJ6O\nSmYM74iprp51BzLZcaaQg+mldnWevbYjTioZ8TkVAIS4aziQWsLSP87aypgajSJa298ejw8NpV+Y\nB898cxIHhYzZo7VU6c18vC+9SVxvjutKfHYFD66Lw8tJyZzRUZjr6lm7yzLwePa6CDp4aJj+1UkA\nZo7oxIsjI5n53ak2tdVa/baaeUtnhnb24f639+GgkrPigV5U1BhZ+XOiXTm5VMJnUwcSl1LCyNd3\n4OeqYcUDPTGa61my5TQA70/qh5ujkgfXHKCurp7FE7qjVsqY/1283bFigl2ZfF0ncktr7bbPH9+N\ncB9HJqzaC8Ciu7uzZEIPHln7V7tiAnh+dBSDo7x5aO1BHFUylk3oTmWtiVW/JjWJ6+NJfTmaXsKY\npbvxcVWxbEJ3TOZ6lv1keQ7efagXbo5KJr5/iLr6ehaOj0GtkPH6Dwm240gl8MrtXRka7cMf8fl2\nbSwYF8OATp48t/4Y+WV6Zt/WhaV3d2Pqurh2xyVcfpdtityg1/PDt18xedqzdI7pRq++A5g4ZTqb\nvvqCujr7s5XC/Hy0nbvy9MzZBHcIpXuvPgy99nqOxR2ylcnOyuCpyQ/y177dODk729UvKy1hz87t\nTHvuJaK7xhIeEclzL79KUmICKclnANi3awdjx99DZFRnIqM6c8fd93Hk4P52x7T526947LyYvvsb\nMU2f/CAHLhDT9OdeorM1pucbxdSW47c5LoOe33/cyN0TpxERHUPXHn0Z/+AUft38dZO4SoryCY/s\nzENPzMQ/KITo2F70HXwtCSeOAJCarCM1KYFHn5lDh7BOdNR24d7Jz3D0r91UVVZw9OAeCvNymfrC\nAkI6RtK1R1/ufPhJftjwMQBqjQNuHl62x4Gdv1FaXMTD019qV0xGg579v3zP6PumEBLZhU6xvRk5\nYRJ7f/q2SUxlxQUEdYzitkefxTsgmI5dehDTfxgpp47alTMZjXy9eiEhkV3b1VZ7+tIas9HAmd1b\n6XHrI3iFReEX1Z1uYx4gcecW6s87VnVpEZ4dIul751RcfALx7RRLcI9B5CedbIg9Nx1Xv2A0Lu62\nh9rZ7ZLtbwuFVMLwSC8+O5RFUmE1J3MqWH8kmxFR3k1yBx4OSs4WVvP+vnRyyvWcyqtkf2op0X5O\ngCU7eUO0Nx8eyCA+t5K0kho+PZRFkLsGmfVgvYJd2Xq6gNTiGlKLa9h6Kp8Yf/u/v3OZx8T8ynbF\nYheXTMLorr68uzud03mVxGWW88G+dG6J9W0Sl5ejEl1+Fcu3p5BVWsvxrHJ2JhcTG2DJshrM9ZRU\nG22PaF8nuge6sPCXJFsmKsTDgZSiartyFY2yeK3tbyulTMKt3QNYuT2Z+OwKDqaV8s6fqdzRK6BJ\nXN5OSk7nVLBo2xkySmqIyyjjD10B3YMbfkcGd/Jkw6EsEvMqScyr5MuDmfQOcWtzWxeq31YquZT7\nBofx6saTHEktYbeugIWb4nlwWHiT+yD6uWk4llbCzPVHScmvYt+ZQrYcyaZ/J0uWumuwK/07eTHt\n48McPltMXGoJMz4/ykPDwtEoG2YZFDIJb97Xk8Nni5v057pYP97fnszJjDJOZpTx3u/JXBXl3aRc\na5RyKRMGdWDBplMcTStlT2IRi7YkcP+Q0CZx+bqpOZ5RyksbTpJSUMWBpGK2HsuhnzUz3CXIhX4R\nnjz92VGOpJZwNK2UFzac4IGhoba4gj01fPnEAIZFe1NWbZ9tdXNQcFufIOZujGdnQiEJORVM/zSO\nkd38CfFyaHds/xaJ5N99XEku2wAzKTGB2toauvXoZdsW26MXJSXFZGdm2JX1Cwhk9vwlODpZPiSS\nE3Xs+fMPevXpbytz+uRxwjtF8u66r3B0sv8wUKpULHzzbSK00bZtUqkldINeD4CLmxu/b/uRysoK\nqior+X3bViKjOv/tmLpdIKY5jWJKssbUs1FMp6wxrW0hptcvEFNbjt9W6cmJGPS1aLv2sG3TxvSg\nvLSY/JxMu7LevgFMfWEBGkdLu2lnEzm870+6dO9r2e8XwHPzVuDm4dVQyfpXYzToyc/JxMc/0G5/\nh/BOFBfmU5iXY9dWdVUl36//gNvvm9zk+WlNdmoSRn0tYZ1jbdvCortRWVZCcV62XVkPH38mPD0X\ntYOjre6pg7uJiOllV+73b9bh6RdI7IBh7WqrPX1pTUnmWcwGPT4du9i2+XTsgr6ilMpC++fPydOX\nQQ/NQKFxsNXNPL4fP213W5my3AxcfIJabO/v7m+LEA8NaoWM07lVtm2n8ypx0yjwdVbZlS2oMrBi\nZyo11im1Du4aendw5US2JYsX5eNEfT0cySiz1TmVW8kzm07bptAr9CauCnNHo5CiUUgZFOZOSlG1\nXTtju/mRW6HnQJp91rA9Irwc0ShkHM8ut207kVWBu4OSAFe1Xdm8Cj3zt52h2miZpg/3dGBQmDtx\nmWWcTyqBhwd2YOPRHHLL9bbtHTw0ZJ6XCWustf1t1cnXCY1SxtFGz3FcRhkejkoC3e3jyi3XM2tz\nAtUGS1wR3o4M6eTJodQSW5nSaiMjOvvgqJThoJRxfWcfdHmVbW7rQvXbqkuQKw4qOQeSimzbDiQV\n4e2iJtTL0a5sZnE1j39wiErr4Dw60IUR3fzZnVAAQIiXIzUGE/GNXrtTWWWoFDK6NRr4Tr8xitSC\nKrYcsc9mAxRXGri1TzDOajlOajm39AniRHrT34XWdA50scTVaBD7V3IxXs4qQjztB3VZxTU8sS6O\nSr01rgBnru/qx+7EQktcng7UGMycymr4fT6dXY5KLiM22BWAHiHuJGRXMHrJbipq7QeYHaztHUlp\neO3zy/UUVxnoFebe7tiEy++yTZEXFuSjVmtwsq67A/CwDioK8vMI6hDSbL0H77yFtJRkIqM6c/td\nDdOH144YxbUjRjVbR6NxoN/AwXbbvv7iExydnOnYSQvAMy/MYcGcF7h5+CDAMgB8671P2xVTwUXG\n9ECjmO5oFNPwEaMY/jdiau34bVVSVIBSpbYbxLm5W87Giwvz8Qvs0Gy9mZPGk5WeQlinKG649S4A\nnF3ciO09wK7cz999gV9gMG4eXri6e1JWUozJZLKt2SzKzwWgvKwEL19/W73ff9yISuPA0BE3tTum\n8uJCFCo1GseGmJzdLGfiZUX5ePk3Pyha+tT95GemEhiuZfDocbbtWWcTOfDbDzy15ENO7P+zXW1V\nV1ZcVF+aU1NWhEypQungZNumdrG8OVeXFuHsE9hsvR/nP055bjoewRFor765oe+5GcjkSn5aOBV9\nVTneHbvS87ZH0Lh6XJL9beHhoKDWaLYNrgBKaywfTh6OCnIr9M3We+PmKILdNCQXVrP1lGUqzs9F\nRWGVgZ7Brozt5oeLWs6xrAo+OZhpG5S+tzedKYND+eAuy4C/oNLA7K0N06ChHhqu7eTJ85sT6B/a\nvkxYY55OSmqMZqoMDXEVW6fbvZyUZJU1P9h7765YQj0dSMyvZOPRnCb7h0R44u2o5Ku4hpMTuVRC\ngIuKnsGujOsZgEom5WB6Ke/tTafaYG51f3t4O6moMZjt1qwWV1ni8nFWkVnSfFyfP9yLcC9HTudU\n8GWjJQKLtp1hzmgtv0wfCEB2aS2TPj/a5rYuVL+t/Nw0VOtNlNc0DIoKyi1x+LtrSCmoarbe7y9f\ngzbAhWNpJbz3R7K1nh6NUo67o5ISa18DPSyDK08nywlT12BXJlwVynXz/2BUj4Amx53xRRwrH+hN\n/BLL50N6UTW3Lt3ZrpgA/FzVVOtNVNQ0ZKoLrH9Pfm4aUgurm623bcYQIv2dOZ5eyoc7Umz1NEoZ\n7o4KSqxrQQPdNQB4OCkB2Hwkm81Hmj9pbmhXTWGl5XlxUMpwdVDYnpf/oissqfivajWDqdVq1Vqt\n9hatVjtVq9U+ptVqb9Jqte1LFzWjtrYWpVJpt01h/dlobHlN0wtzF7Bk1Xvo9XpmPT/totr+45ef\n+Gb9J0ya+hQqteUsNyMtleCQUJau/oClqz/AycmZBXNmUt/c6uQW6C8yphcbxfTy34jp6/NiulTH\n1+ubxiVXWH42GVteVD75uVeYuWAVBr2e5a8+12yZLV+t49Ce7dwz6RkAuvW2fAh8vvZN9LW1FBXk\n8e1n71naMjW8CdbV1fHHj99y/ZjxyGTtP08y6mtRKOxjkikUrcZ05xMvMXH2MowGPesWv2Qr/9Xq\nhYy69zGcrQPv9rR1sX1pjsmgRyY/71jWi7rMppaPNeC+p7l66muYjAZ2vfeatd81VJcUUGcy0vfu\nJxlw/7NUl+Sz/e3Z1JlNf3t/W6nkUoxm+79Dk/VnhbTlt/fVu9J4bdsZlHIJz14TDoBaIcVdo+C2\nWD8+PZjFWzvTCPXQ8OSQUFs9f1c1OeW1vLYtide2JVFlMDN1sGW/TCrhsUEhfH44m7KLmD5uTC2X\nYjTbL1s4F6dC1nJci35L4vlNp1DKpLxyo7bJ/pu6+rItocBu0BXopkYuk2Kqq2fBtjOs/DOF2AAX\nXh7RqU372xWXQorhvLgMJsvPSlnLHzmvbNHxxJfHUSmkLLq1Yfaog4eG9OIapq4/ztT1x6nUm5g7\nOqrNbV2ofltplLImF5roz7UjbzmmaesOM37FbtQKGR9M6gdAXGoxKfmVLLq7O64aBW6OCuaM7YrR\nXIdCJrVNjb/27UkKyps/eero68zZvErGr9jD+BV7KK8xsvKBXs2WbTUuUwvP3wXievrzo0xYvR+1\nQsa7D/cG4GhaKSkFVcwfF4OLRo6bg4KXb+lsi6s1OaW1HEgqYvatXfBxUaFRypgz1jITc6G/B+G/\n64KvularHQAkAU8C/YBBwFNAolarvfbvNKxSqTCcN+gyGiw/nz9AaiwyqjM9+/Tn+VnziDt0wLaG\nsq1+3rKJBXNf4I6772f0rXcAkJWZwVtLF/LMC3Pp3qsP3Xv14ZVFy4k79BfHjrR9zeLfialXn/7M\n+BsxzbfGdJM1pkt5fKVShfG8gY7JGqdS1fKZZWhEFF169GXi07M5dewQGanJdvs3ffEBGz5azb2P\nPUu3PpaBpbOrG9NmLSJu/04mjh3Gy1MmMHTEGAA0Dg1TUTNivNgAACAASURBVEkJJykqzGPQNTe0\nK5Zz5EpVk8Gb2fqzQtXyaxUYHklETC/GPT6T5JNHyE0/y+8bP8HFw4tew5rvS2ttXWxfmiNTKKk7\nbyB5bmApV7b8WnkER+Cn7U7/CdPISzxOaXYqCpWGsYs3MGTSbDxDIvHtFMtVj7xEeU46eWdO/O39\nbWUw1zf5gJFbf9abW16jmlpcw8ncStbsSaervzNBbmrMdfU4KGW8syeN+NxKTudV8u7edHoEueLr\nrMTXWcmDfYNYuzeDU3mVnMqrZNn2s3Txd6KzrxNjY/0oqTayM7npurj20pvqUEjt34LPxXn+h35j\nSQXVxGWWs+T3ZHoEuxLqobHt83RUEBvowq/W6dhz0opruO39Q7zxWzLJhdX8lVbKot+S6BPiRqCr\nutX97Y7rvAHFucFK7QWuBk7Mq+RQWinztybSO9SdcC8HAt3UPD08goU/JxKXUUZcRhkvfHeKXiFu\n9Ah2bbWt1uq3Va3R3GTApbL+XHOBDO/JjDL26Ap55tMjXBXljdbfGaO5nolr/6KjrxMn3riR/fOu\nZ09iIaVVBipqjUwbGUVuaS3fHMho9pghXg7MGxfL85/Hse9MIfvOFDJx7QEGRXozoJNXs3XaE5ft\n+btAXPGZ5ew9U8Tz648xKNKLSD8njOZ6HvvwMB19nIibfz27Zl/DvjNFlFUbbcsFWvP0Z0dBAgde\nHc6R166jvNrIqazyNte/LCT/8uMK0lrq511glE6nO9Z4o1arjQU+BbpdbMPePr7U1tRQXVWFg6Nl\n4FBUZHlT9PL2tStbWJDP6fgTDB7WMKYN6xgBQFlp29dAfb3+E95Z/gZ33/8IjzzekMk7kxCPQqG0\nm8L28w/A1c2dnKxMuvfq85+O6W1rTBMbxXSpjg/g4eWDvraGmuoq2yCvtNiyFsnd08eubElRAckJ\nJ+k96GrbtqAQy+1TKssb2v1szTJ+2byBB6bO4NpRY+2OER3bi+Wf/EBpcSFOLm7kZaUjlcrsrhI/\ndnAPnaJjcG0mY9gWrp7eGPQ16GuqUVnXIJaXWmJy9bB/ky4vLiT9zCm69mu4it+3QxgAVRVlxO38\nhYrSYmbdYxlgms0m6swmZt1zAw+9tKjVtmRyeZv70hoHNy9MhlqMtdUo1JZj1ZZb1jRpXO2fq+qy\nIopSdQR3G9jwvARY/gb0VZZ1VEqN/foyjYs7Skdnaqz9+7v726KoyoBaIUMtl1JrHXi5ayxZ2ZLz\nLhRw18iJ8HbkYKP1aBklNQC4qOS28o3XGp6bivZ2VOKkkmOsq7ebdi+sslzs4uOs5Kpwd9wcFHx8\nt2X6XCaVIJNK+PjuWF7/LZmE/OanSptTWGlAo5ShUUht0/MejkrbvsY8HRVE+Tqx52zD+rTUYmtc\nGgVg+X/fEDfyK/QkNtOP8y/YSbPW97ROx7e2v63yK/Q4WNc7npte97TGVVBpn5HzclLSxd+ZP880\n/D4kW6ebXTUKPBwVGM11dtPqueV6SquNBLqpSSmqvmBbUX5OF6wfl9G2dYs5JTU4quU4quRUWdcg\n+rhYBt65pTV2ZX1d1fQIdefnYw3LFxKsa4A9nFRABQnZ5Vz72h94OimprDUhlUqYdVtX0gurmTcu\nFh9XNbplowHLyZRCJkW3bDT3rt6Hj6sKg8lsNy2fVVxDcZWBDl4O7GtH/iCntBZHlRxHlYwqa8bb\nx8VyIpp73mvu46Kie4gbv5xouHODznqHAnfrFLgup4IRi3bi6aSkotaETCrhxZujSS9qfqr9fNml\ntYxbuQ83BwUGUx3VBjMH5w1vc33hv6W1vLXs/MElgE6nO96GuhfUsZMWtVrD8aOHbdtOHD2Cu4cn\ngUHBdmXTU88yd+ZTFOTlNvTh1EmkUikdQsPa1N5Pm7/jneVv8OCkqXaDS7AM/vT6WjLTG+7HVVxU\nSHlZKQFBbV//1lxMx1uIKS31LHPOiymhnTFt3fwdby9/g4cmTbUbXF6q45/TIbwTSpUa3cmGdUu6\nk3G4unvgG2D//GSnp7By/kyKCxrehM4mnkIilRIQHArAxk/e5ZcfvmLiU7OaDC6zM1J57blHMRj0\nuHl4IZfLOXJgF+GR0fYZzNMniIrp2a44GgsIiUChUpNyuuEef6mnj+Pk6oGnn/06xfysND5bOpvS\nooZbamQmJSCRSPEJDGHSKyt4aulHTHvjfaa98T5X3zoBZ3cvpr3xPkHhUa221Z6+tMYtMAyZUkVB\ncsPtTvKT41E7u+Hs7W9Xtjw3g90fLKS6pNC2rTjtDBKJFBffYApTdXz97B1UFjW8llXF+egry3Dx\n+/v72yqtpIZao5ko34Z1pVG+TpTWGMmrsB+IBbqqeWpYGB4ODfd67ejlSF1dPVllteisA6+wRhcw\nBLtZBgp5lQaKq42o5FL8Gl085KqW46ySk1dh4NVtZ3ju+9PM+CGBGT8k8P2JPEqqjcz4IYHkdn4I\nJhdWUWM0ExPQsGY7JsCZ4ioDOedNjXZw1zB7ZCRejg3LH7Q+jpjr6kkvbhjgRPs52100dM7gjh58\n83AvW9YNoJO3pX5mSU2r+9sjKb+KGoOZbkENcXUPdqWo0kDWeRcRhXo6sODWzng7N8TV2d8Zc109\nqUXVFFRYTi6CGl0c5O6gwFWjIKu0ttW2WqvfVqeyyqjWm+gX0XCS1jfCk/yyWtLOW6cY4efE2ol9\n8XdraLN7qBvmunrO5FbgqlGw8emrCPTQUFRpQG+q47oYP3JLaziTW8Edy3cz/LU/GLFwOyMWbmf1\nL2fIK6tlxMLtHE8vIbe0Fo1STph3w/uhl7MKd0claYVtP8EBy0U41XoTfcIb1kT3CfegoLy2yaAu\nwteJdx7shV+jjHa3Dpa4knMrcdHI+eqJAQS6W+IymOq4tosPeWW1JLXxoqp1k/vSPcSN0moj1QYz\n3UPccFLJOdzooi/hytHaIDFNq9XO1Gq1tr8qrVbrptVqnwdSLlCvVSq1mpFjbuWtJQs4eSyOIwf3\n897q5Ywdfw8A5WVllJdZzi5je/SiYyctC195iZTkM8Qd+osl8+dy06134OHZeoanuKiQt5Yu5Jrr\nRzLq5rEUFxXaHgaDgeiusWiju7B43iwST8dzRnea12bNIDK6CzHd276u5VxMK5cs4MSxOA5fIKZu\n/3BMf/f4jSlVaoaOGMMn77xBYvwx4uP+YsNHq7n+Zst9FSsryqissMSljelJh7BOrFk6l4zUZE4d\nO8QHK+ZzzY234eruSWqSju83fMSNt00gpld/SosLbQ+z2YS3bwAFudl8sXY5+blZ7NvxC5u++IBb\n7n7Erk8ZKUkEhYS3K47GFCoVfa65ke8/WE5qwgmSThzmp8/f5SrrgLe6opzqCssHdVh0N/xDOvLV\nWwvITT9L8skjfLNmMf2vH4Ozmwfu3n54+QfZHo7OrshkMrz8g1CoVK221dr+9pArVXQccD2Hvl5D\nwdlT5OqOcmzzx0QOsywz0FdVoK+yZB18IrriFhjGvk+XUZqdSl7icQ6sX0nEVSPRuLjjHhSOg5sn\nBz5fQUlWCkWpOvZ8tAhfbXe8QrV/e39bGc31bE8q4sF+QUR6O9LVz4m7egbw0ynL7ICjUoaj9TYo\np/MqSSuu4fGrQghyU9PZz4lHBwbza2IhZbUm8isN7EstYfLADnTydiDMQ8PEAR04kllGQaWBM4VV\nJBdWMXlQB8I8NIR6aHhiSChni6pJyKuksMoyqD33qNCbqKuvJ6/C0GSdaGsM5np+PpXP1CGhdPFz\nokeQCw8P6MB3xy0nhc4qGc4qS1zHsys4W1jN89d1JNRDQ7dAF56+JpwfT+bZLngCy9XlacVNB4TH\nssqpq6/nmWvCCXZT0y3QhWeuDWfb6XyKq42t7m8PvamOH47n8sx1EcQGutA7xI3Hhoby1WHLhTsu\najkuasvkWVxGGUn5VcweFUW4lwM9O7jywg2RbDqaQ0m1kZPZ5ZzKqeDlG7VofZ2I9HHk1THRJORW\ncDSjrNW2WqvfVrXGOr7cm8a88bH0DvdgkNaLF27pwgc7LMt+3BwUuFlPag6cKeJUVhnL7++F1t+Z\ngZFevDGhB5/uSqGwQk9ZjRGVQsbc22MI83ZkaLQPr42P5c2tOsCSjUwtqLI9iiv1mOrqSS2ootZY\nx5GUYo6mlbD03p7EBLvSJciV1Q/15nhaid1V7m16rYx1fHUgg1fGdqVXmDsDO3kyY3QUH+1MBSw3\nTne1xvVXcjGns8tZOqEbkX5O9I/wZOGdsXyxJ43CSgPlNSaUCikv39KZUC8HhkR58crYrqzY1vaU\namWtiRdvjqaTnxM9Qt1Yfm93PtyZYncR0n+N5F/+dyWRXOgiFq1W6wWsBkbTMPsvAbYAU3Q6XX5L\ndc/JKjW02IBBr+etpQvZ8ds2FEolI0bdzMQp05FKpTz12IMAvPnOR4DlKuzVyxZx5NB+ZDI5140c\nzcQpT6FQNP1WmrtuGcG4CffbvvXmx+83snTB3Gb7MH/pKgZcNZTiokLWrFzC4QP7qAd69xvAlKdm\n4OrW9PYIF3qJDXo9K8+L6VFrTNOtMS1vFNOq82J6tIWY7rxlBOPPi2lJCzEtsMbUnuMDZDbzwWSL\ny6Dn03eWcmDnr8gVSgZfN4rxD05FKpUy//nJALy02HKT+uLCfD5bs4z4YweRSWUMunYk4x+cilyh\n4Ot177D5y4+a7/c76wkO7Uhqko51by8m/ewZvH39uXXCI/Qbcp2tXJ3ZzAM3DeTZecuJ7TWg2WOd\nk13ZckxGg57NH67k2N7tyBUKeg+7gRsmTEIqlfLuHEtGeNIrlhvtlxUVsPmjt0g+eRipVEaPIdcz\ncsIk5M08l3t/+padP2yw+yafC7XVlv3nO5pb0WJcZqOBw9+8S/qRXUjlCsL6XUv3MQ8gkUr5fcVM\nAK6d9joA1aWFHNm4llzdMaQyGaF9rqbbmAdsFwZVFuUR9+375CedoL6+nsCYfvQa+6jtKvW/u/98\nCTnNZzoUUgkP9AtiQKg7RnMdfyYXs/5wNvXA7BGWpR+vbrPcGNrdQcEDfQLp4u9MXX09u5JL+OJI\ntu2bYZQyCff0DmRgmDtSiYRDGWV8dCDDNk3tqpZzT+9AYgKckWAZ3H1yMJOKZr7JZ0SUF6O7+Fzw\nm3yKWrjKHSxrLqcMCWVYhCcGcz2/JBTwwd506oEl1gtdnrXeENzTUcHjg0PpEeSKub6e33SFfLA3\n3e5m6J/f34MvDmXxY3zTt+ZwTwcmXRWC1tcRg6me7YmFvL83HaO1fmv7z1dZ1fKFi0qZhKeGRzA8\n2huDqY6tJ/N4e0cK9cBq69X5U6zfEOTtpGT68I70DrFkw36Oz+ftHSm2uNwdFDx5TTh9rd/i9Fdq\nCct/T6bMOui4UFttqd9YRlrLa2tVcimvjovlpl6BGEx1fL0/nQWb4qmvh6+nXwXAHct3A5ars1+5\nI4ZBUd6YzfVs/CuDhZvibSchwZ4OLLyrG33CPSms1LP2tyTW7Ww+Z/PA0DAmDe9k900+Xs4qZo/t\nyuAobyQSCTtP5zPn6xO2q9LPp1C2/O1tSrmUubd1YVQPfwymOjb+lcmiLZZvFVo/1XJbu7tWWe4J\n7euqYs6tXRgY6YWpro7vDmWx+IcEW1xBHhrmj4uhV5g7RRUG3t9xlk8bfVNPY7tmX817f5y1+yYf\nd0cF8263xFWtN7Nhf8vfBASQsnzUZR9xncmrubhvI7hInXw1lz3mtrrgAPMcrVYrA7ywZDzzdTpd\nm+9bcaEB5pXqinl12+lCA8wr1YUGmFeyCw0wr2QtDTCvZBcaYF7JLjTAvFJdaIB5JbvQAPNK9l8Y\nYCbl/7sDzAifK2eA2ZbbFN0ObAR+BDYBX2m12nv+6Y4JgiAIgiAIV6YLXkWu1WpnA9cAHwGZWJJ3\nAcBDWq02RqfTzfjnuygIgiAIgvDfc8WkEy+D1m5TdA/QVafT2c2FaLXaDcBxQAwwBUEQBEEQBDut\nDTDNND+NLgPad2mhIAiCIAjC/xKRwmxRawPMT4A9Wq32CyADqMcyRT4B+Pwf7psgCIIgCIJwBbrg\nAFOn0y3UarVHgduBa7FkLtOBV4E9/3z3BEEQBEEQ/puutHtT/ptau8inJ7AG8AO+Bx7R6XTl1n1H\ngIv/KhVBEARBEAThf1JrtylaCUwGggA98JNWqz33nV5i2C4IgiAIwv9bEsm/+7iStDbAdNDpdD/p\ndLoCnU53L5CN5ZZFgiAIgiAIgtCs1gaYUq1W69Po5/uBLlqtdhbwP/cNPYIgCIIgCG0l+ZcfV5LW\nBphLgDitVjsSQKfTVQNjgAeBmH+4b4IgCIIgCMIV6IIDTJ1O9xlwNXCq0bZ0IBaY9c92TRAEQRAE\n4T9MpDBb1Np9MNHpdInNbKsEXv9HeiQIgiAIgiBc0VqbIhcEQRAEQRCEdmk1gykIgiAIgiA0JW60\n3jKRwRQEQRAEQRAuKZHBFARBEARBuAhX2s3P/00igykIgiAIgiBcUiKDKQiCIAiCcBFEArNlIoMp\nCIIgCIIgXFIigykIgiAIgnARxBrMlokMpiAIgiAIgnBJiQymIAiCIAjCRREpzJb84wPMvLLaf7qJ\nf51M+r/5C1VYo7/cXbjk0strLncX/hE55YbL3YV/RK3RfLm7cMnV1Bovdxf+ERUV/3vvFwql4nJ3\n4R+R++dPl7sL/5BRl7sDwgWIDKYgCIIgCMJFEGswWybWYAqCIAiCIAiXlMhgCoIgCIIgXASRwGyZ\nyGAKgiAIgiAIl5TIYAqCIAiCIFwEsQazZSKDKQiCIAiCIFxSYoApCIIgCIIgXFJiilwQBEEQBOEi\nSMRlPi0SGUxBEARBEAThkhIZTEEQBEEQhIshEpgtEhlMQRAEQRAE4ZISGUxBEARBEISLIBKYLRMZ\nTEEQBEEQBOGSEhlMQRAEQRCEiyButN4ykcEUBEEQBEEQLimRwRQEQRAEQbgI4j6YLRMZTEEQBEEQ\nBOGSEhlMQRAEQRCEiyESmC0SGUxBEARBEAThkrqsGUyTycSna5axd/svAAy7YQx3PTQFqUzWpGxO\nZhofv72ExPjjqDUahlw3ijvufwy53BJCUUEen655k/hjh5DJZHTvO4h7Hp2Ok7MLALU1NXz27pvs\n3/U7EomE/kOGc+/kp1AqVQAU5ufy0VuLOH0iDmcXV24cO4ERN4+7qJjWvbOUPX9YYrpm5Bjufnhq\nszFlZ6bx0aol6OKPodZoGHrdaMY/aB/TuneWEX/0EFKZnB59B3Lf5KdsMTW2Yv5LlBQVMHfZWtu2\n4sICPly1mPijh1CqVPQfMpwJj0xFqVK3Oy6zycSmj97iyK7fAOg3fBSjJ0xqNq787HS+e38FKQkn\nUKo19Ll6JDfe9Qgya1wX2v/XH1tZv2phs32YOu8tOnbpjr62hu8/WsWxfduRSKR0GziMWx58AoX1\ntWxPTHs2vEvigR0AdB48gv5jH0QqbRpTaW4mu9a/Q86ZUyjUaqIGXkffW+6zxZSTdIpvFz5tV0eu\nUjPp7U3taqu+vp4ty18mJLYfsdeOaVc850glMK6bH32CXQHYk1rKdyfyqG+mrI+Tkju7+9HR0wG9\nqY59aaV8H59PnbWwBLi5qw8DQ91QSKXE51WyPi6HKoMZADeNnHHd/NB6O2Kur+dkTiXfHM+l2lgH\ngKtazp3d/dH6OGI013E4s5zvTuRhrGuuNxcmk0h4qH8wgzt6APB7YiGfHsykuUMFuKh4ZEAHon2d\nqDGZ2X6miC8OZWOur+eaTp48OTSs2TZe3JLAqdxK289yqYQlt0Tz2cEsDmWU2bZ7Oih4qH8wMQHO\nmOvgcEYZHx3IsD0vbY5JKuHJq8MZHuUNwJYTuby7K7XZmILdNUy/JpyYQBeqDXX8HJ/He3vSMNfV\nM7KLDy+N1DbbxpQvj3EssxxfZxVPD+9ItyBXymuMfHk4i2/jcmzlov2ceGJYOJ18nSitNvLt0WzW\nH8xqVzznyKUSnr8xkhtj/QD49nA2y38502xcIZ4OvDBKS48QN6oNZr6Py2bVb8mYrIUdVTJm3Khl\nmPU52pVYyOKtiZTVGAHL7/uTwyO4pWcASrmUPWeKeO2HBNv+1uq3J6ZZt3bmpp4BAHy1P4PFWxKa\njSnM25E5t3WmV5gH1XoTGw9msmxroi0mVwcFc2/rwpAob4zmOr7cl86KbWeob+ZYH0/qwx/x+Xyy\nO822TaWQ8sJN0Yzs5odcJmVLXDYLNp9Gb/27a1dccilvPDOWO27oDcC6TXuZ9dZm6lr5G31l6k2M\nH9mbqFFzbNsCfdxY/OxtDOkdiclcx7bd8cxc9i2lFTV2dZUKObs/e445q37gp10nbdsjOviw9Pnb\nGdA9nMpqPZ9vOcArb2/BZGp/XP8WkcBs2WUdYH754SqOH9rP86+9SW1NNW8vnoPGwZHbJjxsV85k\nMvH6i0/SMaorC1Z/QklRIasXzUYmkzPugceoM5tZOudZnF3deHnxOxgNBj5c+TrvLJ7Dc/PeBGDN\n0lfJTE1m5vyVmM0mVr0+C5VazT2PTsdoMDB/xhTc3D2ZvfRdKspKWbPkVSQSCdePuaNdMX3xwSqO\nHdrPzPnLqa2pZtWi2WgcHBl7zyNNYlow80kiorvw+jufUlJYwKpFc5DJ5dz5oCWmxbOfwcXFjdlL\n1mA06HlvxeusWjSHma+9aXesg3t2sGf7NjrH9rTbvvy1F9A4ODJvxQdUlJexetFcJBIJDzz+TLti\nAtjy2bskHP2LiS8tRl9bw+cr5qHWOHL9HffblTObTLw771lCOnXm6SXvU15cxOcrXkMmk3Pj3Y+0\nur/7oGuJ6tHP7pjrVy2kpqqS0Kiutp9z08/y6KwlmE0mPls+D6VKw80PTGlXTPs3fkT6ycOMnvYq\nRn0Nv73/Bkq1A71vurtJTD+8+TK+4VrGzX6LqtIifnv/DaQyGf1utcRfkp2GZ1AoNz29wFZPIpG2\nq626OjM7P3+b9JOHCYm1fw7a49YYXzr7OrFqTzoquZSH+gRSazSzNaHQrpxUAk9eFUJKcQ3zfz+L\nm0bOg32CMNfD5vh827H6d3DlgwNZVBnM3N87gAk9/Vm7PxMJ8PjADlTqzSzbmYpCKuXunv482CeI\n1XvTAZjYP4haYx1vbE/BUSXjgd6B1ANfH8ttd1z39gmkR5ALr207g1ohZfqwMKoNZr4+mmNXTiaR\nMPuGSBILKnlm0yk8HJVMHxqGua6eLw5ns/tsMUcyy+zqPDEkDEeljIS8hsGlUibhmavDCfVwaPK8\nvXh9BOW1JmZtTUQpkzJ5UAemDwtj/i9J7Ypp8uBQ+oa68/y38WgUMl6+UUu1wcy6/Rn2MUklLB3b\nhVM5FTz86VG8nJS8PFKLqa6e9/ek8buukAMpJXZ1XhwZiZNKzsmschQyCcvv6EpRlZGpXx7HTaPg\nhRsiqa+H747m4KqRs3RsV7bG5/HaT4mEeTowe5SW8hoTP57Ma1dMANOvj2BQhBePf3IUB5WMhbd3\npVJvYu2OFLtycqmENff34ERmOePePoCPi4qFt3fFZK5n1e/JALx8UxQhno5M+vgIAHNv6cyrt3Zm\n2hfHrG114qbu/jz/9QnKqo3Mu60Lc26O5ukvj7epfls9PzqKwVHePLT2II4qGcsmdKey1sSqX+1f\nc7lUwseT+nI0vYQxS3fj46pi2YTumMz1LPspEYB3H+qFm6OSie8foq6+noXjY1ArZLz+Q4LtOFIJ\nvHJ7V4ZG+/CH9e/xnAXjYhjQyZPn1h8jv0zP7Nu6sPTubkxdF9eumADmPXEzwwdGc9uT7+DooOKD\nefdRXlXLove3tVinR3QwT903nOyC0ob+SiV89eajFJVWMXLSStRKBSteHM/78+7j9unv2sqpVQo+\nWfgAMZGB9s+bXMrm1Y9z8GQqA+9ejL+3Kx++dh9Gk5lX3/6x3XEJl99lmyI3GPT89sNGJkyaRqfo\nGGJ69uPOh6ay7fuvqKuzP1spKcwnXNuZR6a9gH9QCJ279aL/kOGcPm75Y0pJ1pGSlMBjz80hJLwT\nEVFduH/Ksxw5sJuqygqyM1I5sPM3psycR0RUF7RdunHHfZNI1p0CIO6v3RTm5zDt5QWEdtQS07Mf\nEyZO4/svP253TL/+8A33TZpOZOcYYnv14+5HnuDnTU1jKi7Mp6O2M49Of5GAoBC6dO9N/yHXcvq4\n5U0wJUlHypkEpsyYa42pKw9OeZYj+3dRVVlhO05leRnvr1yEtks3u+NXVpSTcPIoY+95mKCQcKJj\nenDNjTdz4shf7YoJwGjQs3fbJm6+fwqh2i5ou/Vm9L2T2bV1Y5O4yooL6NAxmnGTn8MnoAMRXXvQ\nbeAwkk8dbdN+pUqFi7un7ZGWGE/SyTjumW45ocjPSufY3u3cM302IZ06Ex4dy8g7HyYj6XS7YjIZ\nDZzcsYVB4yfi1zGa4M49GTD2IY7/sZn682KqKi3EJyySYfc9iZtfEIFR3ejYezBZuhO2MsXZ6bj7\nh+Do6mF7OLi4tbmtsoIcNi16jvQTB1E5OLXvBWpELpUwNNyDb47nkVJcQ0J+Fd+ezOPqCM8mZ9ru\nGgVpJTV8fiSb/EoDiQXVHMksI9LLMqBSy6VcE+HBF3E56AqqyCyr5evjuQS6qJFKoIO7mhB3DR8f\nzCKrTE9qSQ0bjuYQG+CMRiHFQSGlk5cjW08XkFOhJ6mwmj2pJUT7OLY7LoVMwg3R3nx0IIPEgiqO\nZ1fw6cEsRnXxaRKXp6OCpMIq3tmdRna5npM5FexJKaaLnzMABnM9pTUm20Pr40SMvzNv7jhry0aF\nezrwxs2d8XFumhUP83Sgo5cjK/5MIa24hjMFVby3L4M+HdxwVDbNfrdEKZNwS3d/Vu04S3xOBYfS\nS1mzK4WxPQKaxOTtpOR0biWLf00io6SGuIwyticW0D3IkqU2mOoorjbaHl0CXOgR7MarP+ow18OA\ncA98XdTM/uE0SQVVHEov5e0/U7inbzAAfi5q9p4tj5s8FgAAIABJREFUZtWOFLLLatlztphDaaX0\nsGbB20MplzKubzBv/JzI8cwy9icX8+YvZ5jQP7jJPQN9XFTEZ5XzyvenSCuq5mBKCdtO5tE7zN1W\nZliUN5/uS+d0TgWncypYtyeN/tYstqNKxoT+wby2+TR/nS1Bl1vJGz8lEuHrhFwqabV+e2KaMKgD\nCzad4mhaKXsSi1i0JYH7h4Q2icnXTc3xjFJe2nCSlIIqDiQVs/VYDv0iLG12CXKhX4QnT392lCOp\nJRxNK+WFDSd4YGgoGuvvT7Cnhi+fGMCwaG/Kqu0zrW4OCm7rE8TcjfHsTCgkIaeC6Z/GMbKbPyFe\n9idDrVEp5Uy84ypmLvuOv06ksv2AjllvbeaxO4ciaeEGjwq5jLWv3Mv+42fttnePCqZn5w5MnP0J\nJ89kcyg+jWcXf8OooTG4OmmsZYLY/dlzdAjwbHLcAG83DsenMfW1L0lKz2fX4TN8+1scg3t1aldM\n/zaJ5N99XEku2wAzLTkRvb6W6JiGrFt0TA/KS4vJy8m0K+vtF8C0lxbi4Ohkq3to7w669uwDgI9f\nADPmr8DNw8tW59zrYDToORn3F34BwYRFNEwhDbluFHOWWqaT87Kz8PELtKsf0rETxYX5FOTZZ0cu\nJDUpEX1tLdGNMomdY3pQVlpMXrZ9TD5+ATw1qyGm1OREDu75k5iefW37X1yw0j4m62+X0aC3bftw\n9RIGDB1Op84xdsdXqlSo1Bq2//wDBoOe0uJCDu7eQXhkdJvjOScrJQmDvpaOjQaxHTt3o7KshKJc\n+yk0Dx9/7n/2FdQOjra6J/7aRWRsrzbtb8xsNrHls3cZdtM4vPws01KJxw/h5R9EUHikrVyfq29g\n6mur2hVTYXoyJoOegMiG5y0gMoaa8lLKCuxfcxcvP0ZMfhGlxtLnwoyzpMTtI7hzD1uZkpx03PyC\nLrqtvOQEPIPCGTd7NUpN+z4kGgt2U6OSSzlTWGXbdqagGhe1HG8npV3Zomoj7x3IpNY6/RTkqqJb\ngAun8y11I7wcqK+H4zkNJzSJBdXM+SWJunoorDKyclca5XqTbf+5STWFVIrBXE+tyczAUDfkUgku\nKjndA1xIK7GfLmuLMA8H1AqZ3fR1fE4FbhoFfi72g8D8SgNL/jhLjXW6MNRDQ78Qd45llzc5rlRi\nyYxuPplHXoXBtj0mwJm/0kuZsbnpiUt+hZ5Xfk6ktKZR3Na5TYWs7Z8AnXyc0ChkHGuUTT2WWYaH\no5JAN/tlLLnleuZsSaDaOgUf4e3IkAhPDqWXcj6ZxJIZ3XAok+yyWgAC3dRkl9VS3GiwklRQia+L\nCl8XFbq8Sl6zZtcAuge50j3YlUNpTY/fmig/ZxyUMg6nNmRUD6eW4OmkIvi8bHB2aS3PbjhBld4S\nl9bPiWuivdmfXGwrU1ptZHSsH04qOY4qGaNi/ThlfS17hbhTVw9/6hqy8wdTShizYq9tOvpC9duq\nc6ALDio5B8429Ouv5GK8nFWEeNrHlFVcwxPr4qi0/l1EBzhzfVc/dida+hji6UCNwcyprIY+nM4u\nRyWXEWsd0PcIcSchu4LRS3ZTUWs/wOxgbe9Io4x1frme4ioDvRoNzNuimzYIR42K3YcbsrC7Dyfh\n6+lCeLBXs3VefHQkZzMK+PZX+2xpalYRY6asJq+o4f2i3vqOoFZZJkuH9dGyZccJht2/tMlx03OK\nuXfmR1RUWX5nYyIDuWlYLH8cSGhSVrgyXLYp8uLCAlQqNY5OzrZtbh6Ws5rignz8Azs0W+/ZiePI\nSkshrFM0N95mmV50dnGje5+BduW2frsev8AOuHl4kZuViU9AIL9t+Zafvv0Cg9FAv8HXMP6Bx1Eo\nlbh5eFJWWozJZLKtfzw3sCwvK8Hb17+NMeWjUjcfU1FhPv5Bzcf09MPjyEw7S3hkNKPGWmNydaN7\nX/uYftz4Bf7WmAAO7f2TM6dPsGTtl2xYt8aurFKpYtJTL/H+ytf54+fvqa+ro6O2Mw8/MaNNsTRW\nVlyAUqVG49gQl7ObJa7SogK8A4Kbrff6tHvJy0glqKOWoTeNb/f+Y/t2UFpUwNW3NEwjF+Rk4uUb\nwN5t3/Pnlq8wGgx0GzCMURMmIlcomxyjJVUlRciVKrtsoYOr5c25sqQQN9/AZut9MetRSrLT8Q7p\nRLfrbrVtL85ORyZX8uWcx6itLCcgsiuDxj+Ko5tnm9qK7H81kf2vbnP/W+KmkaM31dkGVwDltSbb\nvvxKQ7P15lzXkQBXNWnFNfx2pgiwrM8srjYS6+/M6M7eOKnkxOdW8vWxXGpNdVQZzMQ3mlIGGN7J\nk7wKvW3Q+dnhHO7u4c+gMHekEgkpxdWsj2v7Sds5no4Kao1muzWOpdY1dJ6OSnLK9c3WWzm2Cx3c\nNSQVVLG5manegWHueDoq+e64/ZT99ydanhau0JuJy7QfoIzp6ktWWa3doLM1Xk5KaoxmKvUNMRVV\nWWLydlaRWVrbbL1PH+hJmJcjCbkVbDjUdI3ksEhvvJ1Vdusni6uMeDgokEklmK0DLz8XyyDWTaMg\nr9Hz98uTA3BQytmTXMSvp+2nZtvCx0VFtcFMRW3Dc1FoHbz7uqhIL6putt6mJwYQ4etEfFY5n+xp\nWG84d9NpXr+jK3tfGgZAVmkN96w9CEAHTw05ZbUM1Xrx2DUdcXdUsOdMEYu3JtoGeBeq31Z+rmqq\n9SYqGr2+BRWW58zPTUNqYfMxbZsxhEh/Z46nl/KhdXlAQYUejVKGu6OCEuvrHehuyfB5WE8CNx/J\nZvOR7GaP2dCumkLr37ODUoargwJPp/atQw/wcaOqRk9ZZcNJX16R5Xc70MeN5PQCu/Ldo4J4aOwg\n+o77v/buOzyqanv4+DdTM+mTRhJIIIWcEFqoiiiCoFR/onARbFcFBQvqRRELggg2QFFBRBEQkaYi\nWK4KekFRREogQAIZEpKQTnrP1Mz7x0zKpIeLJffdH555HqaczNmTctZZe619XuHWMQMcnisqreSH\n3xxPyObeOYqki3l1QedbW/7Trv2K/fx5osMDiT2bzupPDnRoTMLfR7symJIkxUiSNEmSpPGSJPVt\ne4u2GQ36Jk0ZtQGCydT8QRDgkadf4vnX38Vo1PPGi081+5qvdm7m6K/7+edDtqYLfXUVyefiOfzz\nPmY/tYj75y7gyC/7+XjdmwD0twenW9a9iUGvpzAvl11b1gNgMbW/ENxo0KNUNj8ms7HlMT36zEu8\nsHwtRoOBFYubH9OeHR9x5Jf93PuIrX6yoryM9W+/xpx5C1E7N9+0k5meSq9+A1j61gaeWfYWFWWl\nbHp3RbvH03BcjYM3hVJpG1crn8+djy3koRdXYTIa2Pjasx1+/tD3exg6ajwuDQJ2Q3UVaefPcvLQ\nf5jx6LNMfXAepw7/xJ6Nqzs0JrNRj7zRmOQK25ha+57fOGs+//fkq5hNBr5d8xIARn01FUX5WMwm\nRt37BDc+8DTlhXl8vep5LGbzZb/X5VDJZZgsjlP8tZkcpazlX/eNx7JYdTANpdyJh6+xnTA4K2R4\nahRM7OXHZ6cuseFIJiFezsy6qvlM7VjJlwFdPdjZoL4y0ENNUkElyw+ksvrXi7ipFNwe074TtobU\nCltGtCGTpe2s4Vs/pbLoWx0qhYznxkQ0eX58L3/2ny/ocHNOQ7f2C2BYqJYNh9M7tJ2zUo6xUfOC\nyX5fJW/5e7X0Wx2Pf3oGtULGq5Ojm+5PTCDfxl+ivEFm+fdUW+btsVFhqBUy/N1V3H+N7YS34ecn\nc4K5O8/wzO4EIv3dmH9Tx6cnNSo5RrPj52m0/0yqFC2P69nP45m5MRa1QsY7d9bPlvTwdSGtoJKZ\nm2KZuSmWsmozr/3DVo/tolbg765mzqgwln+nY8Gn8fQKdGf5tL7t2r4jYzI0+l7Vfu9aG9O8rXHc\n+e7vOCvlvD/T1kQTd7GE1PxKXp7WFw+NAi8XJQsnR2Oy1KBs5fteK6dEz5HkQhbd2ht/DzUalZzF\nU3oDHcugA2iclegNjidFBqPtvlrlmH+qnRp/7q09DlnKljx57xgmj47hqRWfd2ifAGYu3Mz42e+g\nUSv59M0HO7z9n8npT/7XmbT60yzZnAF2AwuA54EvJUlKkiSpf2vbtkWlUjcJJM32++pWupxDe0bR\nZ8BQ5jy5mIS442SkOhZYf/HJh2zfsIZ7H3mKmKHDAZArFBj01TzxwmtERvdjwNDh3DP7X+z/dg8m\noxEPTy/mLVpO7OGD3Df5ep556C5GjrN18Gpc2l8vplK3PCZVC0EgQFjPKPoOHMrD8xcRf/IY6Y3G\n9PknH7LtwzXc9+h8BtjHtOndFQweNoLeMYOb/Zrxccf5965tzF2wlMjovgy8+loemr+YA99/RV5O\nxzpDlSo1ZrNjIFQbWKrULZ8xB4dLRPYbzIxHnyXpzAlyLqa0+/nSogJSzp5iyMhxDtvIFQqMhmru\nnb+UHlIfogcNY/J9czn8w9d1n3V7yFVqLI3GVHu/tW50v+49CY4ewOj7niQrMY7CzDRUzhpmrd7F\nxMeW0CVUomtUf8Y/soiirHSydacv+70uh8liRdHoIFNbi2a0tNyJmVGiJzGvks3Hs4nydyPIQ43F\nChqlnI+OZ6HLrySpoIqPY7PpG+iOn6tjwDyhlx+39e3CzrhcEuzT2JF+Lozu6c3Go1mkFlUTn1vB\n5uNZXBuqxcdF2aFxGczWJgfP2vuND/wNpRRWcTq7nNUH0+jX1YMQbf3vodZFSe9Adw7YM7aXY1pM\nIP8c2o31v6VzIrNj064Gc9OAQmkPVvTmlgPe83mVxKaX8Mr35xnc3YvQBnV3Pq4qYoI9+f6sYwa2\ntNrM81+d49pwb/Y9dg2b7hnIN/YsbcPgusYKuksV/HqhiNU/pTC+d5cO1ZUC6E2WJgFy7X29qeVx\nncsp50hKEQu/SODqcB8i/F0J9tbw3KQoFu85x7HUYo6lFvPE9lNcFerNkFAtZosVN2cFz+9K4GhK\nMcfTinlh91lGSL4Ee2va3L5DY2oUSNbe17dycpKQWcZvSYU8vf0UwyN9iQxww2Sx8tDGWML93Tj5\n8k38sugGDicVUlplokLfvgz4vE/iwAmOvDSGE8tupKzKxNmssnZvXzcug6lJIFl7v0rv+Pf02QfH\nkZ1fwtavj7T5dZ95YBzLHp/MvNc/Z9+hsx3aJ4C4xEx+Onqe2Ys/YdRVEtHhHT8pFf56bU2Rbwbm\n63S67xs+KEnSWGA9MPRy39jbzx+Dvprqqsq6IK64yFaj4u3r7/DaosJ8LpyLZ8i19VOIwT3CASgv\nq69f2vzeG+zds5P7H3uGGydNqXtc6+2Lp9YHd3vTBUBQSA9qaiwUFeTRJagb0f0HsWbrNxQXFuDu\n6UVuVjoymRzfdk6P2/a7S9MxFbYwpoJ8khPjGeowJluGpby0vu7po7Vv8N3uHcx6/Bluunlq3eO/\n/PgdKrWagz9+C4DZbKKmpoa7J13Hqg2fcUGXgK9/F1zc6qdlwyNt2Y683Gz8A5ufAm6Ol48/Rn01\n+uoqnO31gWXFtoOyp4+fw2tLiwq4eP4s/a4eUfdYYEgYAJXlpW0+X+tc7GG8fP0J6elYM+qp9cXD\nywdX9/rmgy7dQqipsVBSmI9vQPvG5ab1xWzQY6yuqqt5rCy1ZXlctY4F6JXFhVxKTSRs4PC6x7y7\ndgdAX2HbZ3WjExEXTy3Obu5UFBegDQxu93v9t4qrTTgr5KgVsrrAy1OjqHuuIU9nBaHeGuKy67MR\nWWW2aVk3tbxuCrrh9HOu/f8+rkryK20HoGn9AxgV4c3WE9kcTKmvC+uh1VBcZa6r8QRIs9df+rqq\nKKxqf/a2sNKIRinHWSlDb5/+19qD1KJKx6+jdVES6efKkQb1gxeLbO/r4awEbGMcFOxJfoWt+ehy\nzLw6mIm9/Xnv14vsTcxve4NG8ssNuKjkaJRyqu2Bl689cM8vdzy4+7iq6B3ozsHk+mA4xb7fXpr6\nYH1YmJZLZXoScx1LFwBOZpQy5YNj+LgqKak2E6zVYK6xkltqoKuXM928NBxpUDeZUlCFXOaEu7Oi\nQxneS6UGXNQKXFTyuppRP3uzVF6jUgY/dzX9unnwn3P1n19ynm3fta4qvF1VGM01DtPqOSV6iqtM\ndNNq6qaLL+TX1xyn2v8f5KXBy0XZ6vbHGnXetySnRI+rvYaztl7U3177m1vqWMrg76EmprsX+xqU\nWejsdcxa+xS4Lqecsa8fxMdNRbnejFzmxHO39GqxfKCx7BI90945XDe+KqOFY0vHtHv7WlmXSnBz\nUePmoqaiyj717mtbBi87z3GlhRkThhDg60n+IVv9pFIhQ6mQk3/oDSY/upZDJ21d/yuemsLDM65n\n7ss7+PDzX9u9L4F+ngzp052vDpyueyzhgq1MwMfr8hsf/2idrfHmz9RWPt69cXAJoNPp9gKa/+aN\nu4f1RK12JjE+ru6xxDNxeGq96RLkOAWXnZ7KqqULKMyv/4W9cD4BJ5mMoJAeAHy2eR17v/yU2U8u\ncgguASJ796ekqLAu2APITEtBqVLj5e1LVnoaS+Y9iNFoQOvji0KhIPbwQcKl6A5lMHuE90Tt7My5\nM/XFz+fi4/DU+hDQaExZ6am8seRpxzHpbGPq2t22Rt/Oj9bx3Z6dPDR/sUNwCfDO5t2s/GAHK97f\nxor3t3H9jRMJj+zFive3ofX1xdvXn0s5Weir6//gZKTZ/gA0/nzbEtQjApXamZSz9ct6pJw7hbuX\nd5OA7lJmGh+tWEhJQX3tVnryOZxkMrp0697m87XSzicQHt00SR7aqy9lxYWUFtV/L3PSU1GqVHh0\nIFjzDQ5DoVKTnVS/BlvO+Xg0Hlo8/YMcXluUk853a5dRUVR/EMxLO4+TkwxtYAi5KYl88PCtlBXU\nTw2XF+ZRXV6KNiikQ+/138os0WMw19CzQVYrwteFUr2JgkaBWKCHmtnDgvHS1J9n9tBqqLFaySkz\ncMF+sArxqv9VD/K0HVTz7bVfN0f7MSrCm83HsxyCS4CSajO+rkrUDbJZQfaDcm1w2l5pRVXoTRZ6\nd6kvl4gOcKe4ykRuuWPQEuzlzIIx4Q5Z0p5+LlhqrGSU1NeaRfm71mVbO2rGwCAmRPuz+mDaZQWX\nAEn5lVSbLPTvVr+ubb9uHhRWGuuac2r18HFh2S29HBq1egW4Y6mxktYgqOgT5EFcM5nUEG8Na27v\nh0ruRGGlCUuNlWvDvUnMLafaZCGmmydLbo5C3SBLFxXgRqXB7FCf2R663HKqjBYG9ajPEA7s4UVB\nuYGMIscGrzA/V1bN6E+XBo1afbp6YqmxkpJXSV6ZHo1KXtfYArZg28tFSUZRNSftJxG9Aut/LiL8\nbcFIZnFVm9u317nsMqoMZoaE1XefDwnzJr9M3ySoi+jixnv3DSLAsz5b3j/EC0uNlQu5FXhoFHw6\ndxhdtRoKK4wYzTWM7u3PpVI9yZfa9/O4ec5QYrp7UVJlospoIaa7F25qhUNjVXucPp9FZbWB4QPD\n6x4bPjCC3IIyUjMdlzUb+8DbDPrHy1w1/VWumv4qKzb+QE5+KVdNf5XYs7bykBcemshD06/nwRe3\ndii4BJBCu7B95Sy6+tcnggb17o7FUoMutePLmgl/vbYCzAJJkpp0X0iSNA0oaOb17aZSOzNy3C18\ntGY5uoRTxJ88yo6Naxg3eTpgW36nwp6djOo7kJCwnqxd/iIZqckkxB1n/ZsvM2bibXhpfUhN1rF7\n+yYmTb2L/oOvpqSooO5msZiJ7j+IcCma1a8+z8UL5zl7Opat699h5NibUTs74x8QRF5uFlvWrSIv\nJ4vfDuxj99YNTdbjbM+YRo27hY2rV5AYH8eZE0fZ9uFqJtzadEy9+g2ke1hP1ry+mPTUZOLjjrPu\nzWXcOGmKbUxJiXyxbSM3/+MuYpoZU0DXYIebi5s7KpWagK7ByOUKBg8bgZfWh9WvLSIj7QK6hFO8\n/+Yyrh4xut1NS/XjUnPV6Ins+nAVKedOc/70cb7Zso4RE21Bb2V5GZXltoNaeHQMQT0i2PrOy+Rc\nTCHpzAl2rl3ONTfdgruXd5vP18pOu0BAcNPFsMN7DyA4Iootq5aQlZpMcsJJvv74PYbeMLFDC8gr\nVGp6XTeWX7auJScpgYyzJzm8ayP9x9wCgL6iHL19OaigyL74dgvjxw0rKcxMIzPxFAc+eoveIyfg\n4qnFLyQcN29f9m9aRUFGCpdSdOxd9wrdogcQEBbV5ntdSaYaK4dSi5keE0i4j4Yof1du69OF/Um2\njKmLUo6L0jbleT6/kswSPfcN6UqQh5pIPxfuHhTEwQvFlBssFFSaOJ5Ryj2Dgwjz1hDi5cxdA4M4\nk1NOYZWJYC9nJvTy44fzhZzNrcRDrai7yZzgVE45ZXoz9w3tSqCHmjAfDXcP6kpsZqlDN3N7GC1W\nfjxfwAPXhBDVxY1+Qe7cPaQr3yTYTtDc1HLc1LZxJeRUkFZYzeMjQwnROtMn0J1HruvB3sR8Shs0\naXT3diHjcjrafTRMjQnkyzO5nMwsxUujqLvJOpDNMJpr+OZMLvNGh9M3yINBIV7MuS6Uz2JtJSzu\nzgrcnW3Bf1xmKcl5lSycIBHq68KAYE8WjO3Jl6dyKG7wWYb7uZLaYAWBWjmlegI9nZk7KoxATzWj\nJT/+OSyEj+x1oz8nFVBltPDsuEiCtRqGh3vz8IhQPvo9vdkF+ltjMNewOzaL5yZJDAjx5Kowb/51\nU08+sb+Xh0aBh/2kJjatGF1uOa9M7UOEvytDQrUsmRzNp0czKaw0ciqjlPjMUpbdFk10kDtRge4s\nv70vCVllxF4sJrO4mu/P5LL0tt70D/YkOsidxZN7cVCXT1axvs3t2z0mUw2fHslgyZQ+DArVck1P\nHxZMimLTwTTAtnC6p/2E5uiFIs5ll/HGnf2JDHDj6ggfXp3ej22HLlJQYaSs2oxKKWPh5Gh6+Low\nIsqXJVP68PbepHbvT4XezHO39KJngBsDenjx1t0xbDyY6tCE1B56g4nNew6zasE0hvUPY+TQSJbO\n/T/e3f4TAFoPF7QetuA8PaeYlIyCulthSQVmSw0pGQXoDSb6S91YMHMsb338H3787SxdfNzrbvJ2\n1Jb+eiKZ0+ez+HDp3USHBzJicE/eW3QH6z//lbyitms+hb8fJ2tzlw6wkyQpAtgKSEA2tlVIgoAk\nYIZOp7vQ1hucuFjW4hsYjQY2v7uSwz//gFKpYsRNk5gx81FkMhkvPTUbgEUrbQu0FhXksXntGyTE\nHUMml3Pd6AnMmPkoCqWSnZveY8/2jc2+x/L3txMcGkFZaQmb167kxO+/oFAquXb0eO6YORelypYR\nSE3WsWnN66RfSMI3IJApdz3AsOtvbPZryls5ihiNBjatWclvP+1DqVIx8qZJ3DFrLjKZjBfn2YqV\na6+2U1SQx6Z3VxJ/0jamEWMmcOesuSiUSnZsXMsX25of08r1OwgJdWxY+Pj9t0jRnXW4kk9udiab\n33uDxPhTqNXODB0+kjtmzcVZ03zyOaus5YOtyWjgiw1vE3doPwqFkiE3jGfSXXOQyWSseWEuYLvS\nDtg6y3dveJukM7HI5HIGXz+WSXfNqWsMaut5gCUPTuHGKfdwzdimQVhFWQm7N7xNwrFDKJQqBo24\niZvvmdNsF3lycdODbS2zycgv294j+djPyBVKoobfyLAp9+Mkk7F7+XwAbn3a1hRVUVzAr9vXkXku\nDieZHGnYDQyben9ds05ZQS6Hdn5AVuJprFYroQOGce302TjbO+9be6/GPn76HmLGTm31Sj4JuS1P\nhSlkTkyPCWBwsCcmi5XDF+uv5DPv+h4AvPlzGgBezgqmxQQQ5e9GjdXKkYslfHEmD0uDZXem9gt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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a1a9c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "# figures inline in notebook\n",
    "%matplotlib inline\n",
    "\n",
    "corrmat = np.array([[0.3381,0.3187,0.3046,0.3045,0.3039,0.3011,0.3044,0.3034,0.3128,0.3269],\n",
    "                    [0.3187,0.3358,0.3098,0.3061,0.3040,0.3030,0.3026,0.3064,0.3123,0.3248],\n",
    "                    [0.3046,0.3098,0.3529,0.3220,0.3314,0.3200,0.3203,0.3215,0.3297,0.3376],\n",
    "                    [0.3045,0.3061,0.3220,0.3617,0.3401,0.3330,0.3382,0.3367,0.3400,0.3501],\n",
    "                    [0.3039,0.3040,0.3314,0.3401,0.3761,0.3543,0.3486,0.3522,0.3555,0.3628],\n",
    "                    [0.3011,0.3030,0.3200,0.3330,0.3543,0.3793,0.3600,0.3643,0.3684,0.3712],\n",
    "                    [0.3044,0.3026,0.3203,0.3382,0.3486,0.3600,0.3819,0.3740,0.3755,0.3793],\n",
    "                    [0.3034,0.3064,0.3215,0.3367,0.3522,0.3643,0.3740,0.3909,0.3808,0.3868],\n",
    "                    [0.3128,0.3123,0.3297,0.3400,0.3555,0.3684,0.3755,0.3808,0.3948,0.3919],\n",
    "                    [0.3269,0.3248,0.3376,0.3501,0.3628,0.3712,0.3793,0.3868,0.3919,0.4213]])\n",
    "\n",
    "print(corrmat.min())\n",
    "\n",
    "index = [1000,900,800,700,600,500,400,300,200,100]\n",
    "df = pd.DataFrame(corrmat, columns=[\"1000\",\"900\",\"800\",\"700\",\"600\",\"500\",\"400\",\"300\",\"200\",\"100\"], index=index)\n",
    "\n",
    "with sns.plotting_context(\"notebook\", font_scale=1.2):\n",
    "    \n",
    "    plt.figure(figsize=(12,10))\n",
    "    sns.heatmap(df, vmax=corrmat.max(), vmin=corrmat.min(), square=False, annot=True, fmt=\".4f\", cmap=\"Blues\").xaxis.tick_top()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'mean_squared_error': [1.802049488067627, 1.7612981650352477, 1.5411656139373779, 1.3513511427879334, 1.2227178111076356, 1.1260524941444396, 1.0500951299190522, 0.98840086522102355, 0.9364874283313751, 0.89159368519783022, 0.85252627897262578, 0.81954633078575134, 0.78809718956947328, 0.75967178487777709, 0.73507529249191284, 0.71130947415828705, 0.68971377456188199, 0.66936447088718409, 0.64958439538478852, 0.63404213252067565, 0.61824281079769139, 0.6021093167543411, 0.58878536875247955, 0.57452568178176877, 0.56073813393116001, 0.55012417445182804, 0.53856718597412112, 0.52781434974670405, 0.51944878664016725, 0.50823189189434048, 0.4981011431455612, 0.48929456865787507, 0.48127797312736509, 0.47240868332386016, 0.46476834502220155, 0.45705591886043551, 0.45012656641006471, 0.44281093134880067, 0.43627906734943389, 0.42951100034713746, 0.42303973731994626, 0.4172872822999954, 0.41208618078231812, 0.40724292316436767, 0.40056766343116762, 0.39572742929458621, 0.39001785326004029, 0.38559745173454285, 0.38099275240898134, 0.37590274927616119], 'loss': [0.45152561278343201, 0.44349928872585298, 0.40717036378383636, 0.38336890499591825, 0.36673030180931093, 0.35349698755741121, 0.34254836964607238, 0.33342669963836669, 0.32538017835617067, 0.31823494050502776, 0.31191928856372836, 0.3063540077447891, 0.30099358341693877, 0.29607775936126707, 0.29174419198036194, 0.28749769458770752, 0.28362114481925965, 0.27990590935945509, 0.27637410348653796, 0.27337480508089068, 0.27035719581842421, 0.26727574874162674, 0.2646463504910469, 0.26184426676034928, 0.25915695217847823, 0.25690835148096086, 0.25453971979618073, 0.2522768391609192, 0.2505834182500839, 0.2482604592204094, 0.24612900650501252, 0.24422693454027175, 0.24246288536787033, 0.2405106787919998, 0.23881890071630477, 0.23709005268812181, 0.23560791472196579, 0.23395446077585219, 0.23239731138944625, 0.23086452102661134, 0.22935146522521974, 0.22807528527975082, 0.22684924504756929, 0.22574371558427811, 0.22411560565233229, 0.22291128112077713, 0.2215471192240715, 0.22050178796052933, 0.21930461008548738, 0.21813392044305802], 'val_mean_squared_error': [1.8243791301299934, 1.6236618007716224, 1.4411037901979213, 1.2734695988587899, 1.2029245053149999, 1.0945856481724661, 1.0737693556269947, 1.0029495110025863, 0.93340923242440432, 0.93418953518278203, 0.89244449913931034, 0.86120997421039136, 0.82843082517561883, 0.81276934616815466, 0.79775410717584216, 0.76759613350013567, 0.77254251385010542, 0.7499324615192271, 0.73301452033182934, 0.71849484190505264, 0.71857971196965897, 0.70651256574387811, 0.69211269907134243, 0.70213451592837028, 0.6882016143368338, 0.6829732201633768, 0.67610473796201398, 0.65976577538154546, 0.66126892145542193, 0.6634211650479922, 0.65584544319658677, 0.65061990555755966, 0.64692575922368012, 0.65127207219477412, 0.6327236604012173, 0.63485564074808387, 0.62969822181169699, 0.64249441752562653, 0.61972918000292998, 0.62787323597408706, 0.61217116137284711, 0.61892374350495361, 0.61521141744413155, 0.62198761014789417, 0.60494264141431775, 0.60506920790116336, 0.60068750273507243, 0.60195327086709816, 0.59945240719872828, 0.59920866889764213], 'val_loss': [0.45222557926963469, 0.44000325689495678, 0.39584264805489833, 0.37732594609388076, 0.36247101705806928, 0.35062443169107077, 0.34302239907516408, 0.33543961144017315, 0.32836686154111666, 0.3226281045243683, 0.31690540751223811, 0.31295444714711057, 0.30855642161890945, 0.30687473766526441, 0.30395161408692195, 0.30166522827755748, 0.29847061969002464, 0.29759197447461988, 0.29413287724032683, 0.29153133730809139, 0.28963446373360768, 0.28980043736825545, 0.28675271172942768, 0.28699065206445828, 0.28372590750156196, 0.28369980597813971, 0.28180412921884773, 0.28179720097054667, 0.28137476683504559, 0.27783147788061391, 0.27713665103067353, 0.27706205604726369, 0.27513234053665958, 0.27638896341068142, 0.27384394085935171, 0.27669670909870575, 0.2728689824821588, 0.27226435856345477, 0.2726419066971365, 0.27137212511060377, 0.27067802859076945, 0.26987329223378193, 0.27078662220297534, 0.26856690270324529, 0.27056147857883095, 0.27086230662353095, 0.26891018813358414, 0.26843147223680769, 0.2678533787012593, 0.26582834411898359]}\n"
     ]
    },
    {
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r7cIMblwzHVddOKaiNRTE5nOo4Sg/3vVzKlqrgh2eEGIS82f0USXwLLBEKfVZ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\nBFFa1UJJdQu7j9ex+3jdwDap8VFMT3O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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11df0dfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    " \n",
    "history = pickle.load( open( \"/Users/pablo/Downloads/trainHistoryDict_segnet_0-2-6\", \"rb\" ) )\n",
    "# 640 seconds/epoch\n",
    "\n",
    "print history\n",
    "\n",
    "plt.plot(history['loss'])\n",
    "plt.plot(history['val_loss'])\n",
    "plt.title('Segnet network training')\n",
    "plt.ylabel('mean absolute error')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'validation'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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rjTEn924QkVpjzHwR6TbG5AP1IuI1xiwCso0xbwFtwM1AJFAoIm4AY8x7wHLgiYEu7HLF\n4HCEDTnw1NQ4ALLT4mBnFV5HWN97E12olPNoWu7QouU+fsFMFvFAg9/rHmOMQ0S6AXyJ4kbgbuC3\nvn0qgHtE5AljzGnAP7AShv95moCEY13Y7W4dctD+C4REhFnrgBwscZPqG9E9kemiMKFFyx1aAlz8\naMBtwayIbwT8r2zvTRS9ROT3QCZwujHmTGAj8Kxv23tANlZy8D9PHFAfjID3HN7Hl5+5lapWaz1c\nXQRJKaUswUwWa4ALAXxtFtt7NxjLU74G7S6sBnAPcBdwk2+f+UAxsAuYZoxJMsZEAKcD64IRcGNn\nEw0dTew5bLWv94210B5RSqkQF8xqqKeBc40xawEbcJ0x5has9ofnjDFbsb70vcBLIrLaGLMN+Icx\n5iKsnk/XikiX77hXsJLbwyJSFoyAs52ZAJQ1VwA6ME8ppXoFLVmIiAf46lFv7/HbfjdWe4X/MW7g\non7O9TzwfBDCPEJ6TCph9rC+ZBEfay2vqtVQSqlQp4MH/DjsDnLiMihvrsDj9eAIsxOvy6sqpZQm\ni6PlJmbT6emitu0wYI21cDd16vKqSqmQpsniKHmJ2QCU97ZbOCPp7tHlVZVSoU2TxVHyEnMAbeRW\nSil/miyOkpdg3Vn0JgtdMU8ppTRZfExCVDzO8NiP7ix6B+ZpI7dSKoRpsjiKzWYj25lJbfth2rvb\ntRpKKaXQZNGv3sF55S1VWg2llFIEkCyMMa+MRCBjif9Ibq2GUkqpwO4sYowxk4IeyRjinyyiI8OI\nDA/TOwulVEgLZLqPFOCQMaYaa40JG+AVkYKgRjaKMmLSsNvslDVXYLPZfAPzNFkopUJXIMnigqBH\nMcaEh4WTFpNKeXMFXq8XlzOCqsOturyqUipkBfLNV4w11fivgN9gLY1aEsygxoIcZybtPR0cbnf3\n9YjSdgulVKgKJFncC5wP/B34C3AW8P+CGdRYkB37UbuF9ohSSoW6QKqhzgMW+qYcxxjzAn4LGU1U\nWc4MoLdHlAH0zkIpFboCubNwAOFHve4JTjhjxxHdZ/XOQikV4gK5s/gn8JYx5lHf688B/xe8kMaG\nxMgEYhzRlLVUcEFGDADFVc2jHJVSSo2OQJLFz4EPgbOx7kR+IiIvDHaQMcYOPADMx1pj+3oRKfTb\n/nXgWqxlVX8oIquMMQnAP4B4IAK4RUTWGWMuB37BRw3rd4nI6sCKODS9034U1h8k1RVOfEw4u4oO\n4/V6sdlswby0UkqNOYEkiw9E5CTg5eM896VAlIgsNcYswepNdQmAMSYF+BqwAIgCdvnaQm4B3hCR\nXxtjDPAocJLvcauIPHmcMZyQbGcm++oPUNFaxcz8JN7fVUV5XSvZKbEjGYZSSo26QJJFpTFmObBB\nRI6n0v40fAlGRNYbY07u3SAitcaY+SLSbYzJB+pFxGuMuQ/rLqQ3tnbfz4uAhcaYm4ANwHdEZMDV\niFyuGByOsOMI9UipqXEAzGiazNula2jEzeI5k3h/VxUlta0smJkx5HOPdb1lDzVa7tCi5T5+gSSL\nk4HVAMYYLx+N4B7s2zgeaPB73WOMcfR+yfsSxY3A3cBvfe/V+66TgVUddZPv2NeAZ4CDwB+BrwK/\nH+jCbndrAMXqX2pqHDU1TVYBvC4A9lQe4qz06QBs2FHBkhmpQz7/WOZf9lCi5Q4tWu5j7zOQQHpD\nnSsidt8jrPc5gOMaAf8r24++GxCR3wOZwOnGmDMBjDFzgTeA2/3aJR4WkQMi4gWeBRYGcP0Tlhmb\njg0b5c0VpCREk+aKRkrc9Hg8I3F5pZQaMwJJFo8N8dxrsEZ+42uz6BubYSxPGWNsQBdW1ZPHGDML\neAL4vIi85NvXBmwzxuT4Dj8b2DTEmI5LRFgEaTEplPmm/ZiV56Kto4dDFaH3V4lSKrQFUg21yxhz\nJ/A+1kSCAIjIO4Mc9zRwrjFmLVbV1XXGmFuAQhF5zhizFViH1RvqJRFZbYx5FqvB+zdW+zYNInKJ\nMeZ64CljTBuwC3jw+Io5dFnOTDZXb6O+o4FZ+Um8vaWcXUVupmQnjFQISik16gJJFknAmb5HLy/W\ntB8D8o34/upRb+/x2343VnuF/zGXDHCuV4FXA4h12GXHZrKZbZQ1VzAjbyo2YPehw6xclj8a4Sil\n1KgYNFmIyJmD7TORZftN+zEnZSa56XEUljXQ0dVDZPjQe1wppdR4MmiyMMbkAf8L5APLsUZv/6eI\nHApqZGOE/7QfALPyXRRVNbGvtJ45k5NHMzSllBoxgTRw/wlr9HQzUIU1UO7vwQxqLEmKchEVFkVZ\nSyUAM/Ot7rS7DrlHMyyllBpRgSSLFF+bASLiFZEHscZQhARr2o8Mqltr6OrpYlpOIo4wG7s1WSil\nQkggyaLN123VC2CMOY2PRlmHhGxnJh6vh4rWKiLDw5ianUBxVRPNbV2jHZpSSo2IQJLFzcAqYJox\nZgtWm8U3gxrVGJPV127RWxWVhBfYU6R3F0qp0DBoshCRjcApwBLgamCqiLwf7MDGkvz4XAC2VG8D\nYFZeb7vF4VGLSSmlRlIg4ywQkS5gZ5BjGbMmxWUxJSGfHXV7KGuuID8znejIMHbpnYVSKkQEUg2l\ngPPyrOEmrxa9RZjdjpnkotrdRm1D2yBHKqXU+KfJIkCzk2eQ7cxkU9VWatvqmOXrQqu9opRSoWDQ\nZGGMcRljHjTGvGmMSTLGPGyMcY1EcGOJzWbjvNwVePHyWvFqZuYnAWhVlFIqJARyZ/Eg8AGQjDUw\nrwJrrYmQszBtHilRSayv2IjT2UOCM4Ldh6ylVpVSaiILJFlMFpE/Ax4R6RSRO4CcwQ6aiMLsYZyT\nt4JuTzdvlb7HrLwkGlu7KKtpGe3QlFIqqAJJFt3GmAQ+GpQ3DQjZ1X+WZCwiPiKOd8vWMTU3GtAu\ntEqpiS+QZHEX8DaQZ4x5BngP+F4wgxrLwsPCOWvSctp7OnBH7gVgS2HtKEellFLBFcigvJeBc7EG\n5D0MzMNaEztkLc9eQrQjmvdr1mPy4thTXE9Rpa6ep5SauALpDbVORGpF5AUReQ6oYYSWNR2rohxR\nnJGzjOauFibNtHpDvbKheJSjUkqp4BlwBLcx5k1ghe9nD742C6AHeG6wExtj7MADwHysiQevF5FC\nv+1fB671nfeHIrLKGBON1dMqDWgCrhGRGmPMSuBOoBt42Dfz7ahakfMJ3ih+h10tG8lOPZMNu6u5\n/IwCUhKiRzs0pZQadgPeWYjIWSJiB34nInYRCfM9IkTkigDOfSkQJSJLge8Cv+rdYIxJAb4GLAPO\nBv5gjLEB/wVsF5HlWGtmfM8YEw7cB5wHnAHcYIzJGFJph1FchJNlWafi7qhn+rwWPF4vr31QOtph\nKaVUUAQyN9SHxpirj35TRAZbAOk04GXfvuuNMSf7HVtrjJkvIt3GmHygXkS8vunP7/Xt9hLwfWAm\nUCgibgBjzHtYK/Y9MdCFXa4YHI6hL3mamhoX0H7/EXMh75Wt44DnQ5ISl/LutnL+85I5OGMihnzt\n0RZo2ScaLXdo0XIfv0CSxQq/n8OxvqjfYfDV8uKBBr/XPcYYh4h0A/gSxY3A3cBv+zmmCUjo5zy9\n7w/I7W4dJLSBpabGUVMTaGN1OKfnLOOtkveYObuOD9fE8+/XhYuW5g/5+qPp+Mo+cWi5Q4uW+9j7\nDCSQ3lDX+T2+ACwEAqkGagT8r2zvTRR+5/49kAmcbow586hj4oD6fs7T+/6YcGH+OcQ6Yjjg2URU\nTDevbyylqztkh6EopSaooUwk2AzkB7DfGuBCAGPMEmB77wZjecrXTtGF1QDu8T8G+CTwLrAba+Gl\nJGNMBHA6sG4IcQdFTHgMFxWcR0dPB1lzymho6WT9zsrRDksppYbVoNVQxpi3+KgnlA0oAF4M4NxP\nA+caY9b6jrvOGHMLVvvDc8aYrVhf+l7gJRFZbYz5APibr12iE/i8iHT5jnsFK7k9LCJlx1fM4Dot\nazHvlK6lsnUPjtgkXt5QzCfmZWK32UY7NKWUGha2wSbBM8ac4ffSC9SKyK6gRnWCamqahjyz31Dr\nM3fWCQ9sfQhnTyY1m+bx31fMZ/7UlKGGMSq0Lje0aLlDS4BtFgP+hTtgNZQx5nRjzOlYCaL3AZDi\ne1/5mZ1smJVsaA6rwJ5Yw8vv6yA9pdTEcaxqqLuPsc0LnDXMsYx7n556MXsO78NZsA/ZnMLBikYm\nZ8aPdlhKKXXCBkwWInKm/2tjTBwQJiJjpifSWJMRm87y7CWsLl1LWFoxL61P52uXzR3tsJRS6oQF\nMjdUgTFmA3AIOGCM2eybplz148LJ5xLtiCZy0n427i9jt05frpSaAALpOvsn4F4RSRaRJOAerNXz\nVD+c4bFcOPkcvPYuIrIL+ctLe2jv7B78QKWUGsMCSRYpIvLv3hci8jiQFLyQxr/Ts5eSFpNCWHoJ\ndd2VPLX6wGiHpJRSJySQZNFhjDmp94UxZhEw9Pk0QoDD7uDz5grAS8y0nbzxYRF7S7SpRyk1fgWS\nLG4CnjTGbDLGfAg8Cfx3cMMa/6a5Cjgj5xN4Ippw+KqjOrt6RjsspZQakkDmhloPTMdaKe8aYJqI\nvB/swCaCS6Z8kuSoJByZh6juqOCZ9w6OdkhKKTUkgfSGOhX4BrAPa02KcmPMBcEObCKIDIvgCzOv\nAJuXmKk7eOWDQ+wvbxj8QKWUGmMCqYb6LbATuAKrrWIR8KNgBjWRTHdNZXn2UjyRTYRlFvKXF/fo\nrLRKqXEnkGRhF5FXgIuAJ0WkmMDWwVA+l075JElRLsKzDlLRWs7za7U6Sik1vgSSLFqNMf+Dtfzp\nKmPMN7EWIFIBinJEcdUMqzoqeupOXlx/iF06WE8pNY4EkiyuAmKBy3xLm2YDnw9qVBPQjKRpfCJr\nMd6oRhxZ+7n/6R2U1TSPdlhKKRWQQHpDlQHPACcbY76KtZ5EadAjm4Aum3oRrshEHFn76UrZzX1P\nbKahuWPQ4wabRl4ppYItkN5Q3wT+jbU6ngGeN8ZcE+S4JqRoRxRfmvMFEiMTCM/eT8ukt/nls+/Q\n0dn/+At3ez3/kme4efUdvFr01ghHq5RSHwmkGurLwCIR+R8RuRlYDHwruGFNXJMTcrlj8c0syzwF\ne2wTdemv85NXH6Wr+6P5ow63u3lUnuIH637OO2Vr6fJ08+LB13C36yhwpdToCKRXUwvWOtn+r9sH\nO8gYYwceAOZjrbF9vYgU+m2/GbjS9/JFEbnbGPNdoHcMRyKQISIZvmVVvwTU+LZ9RUQkgNjHpGhH\nNFfN/AzzUubw4JZ/URezjTtWl3HtgkvZUrOd9RWb6PH2kBKdzAV5Z+HBw//teZLnDrzMNbOuHPwC\nSik1zAZMFsaYO30/1gFrjDGPAd1Y4y32BXDuS4EoEVlqjFmCNaDvEt+5C7AazhdjLaT0rjHmaRH5\nGfAz3z6rgO/4znUScLWIbDrO8o1pc1NnctfS/+HHrz9CS/wh7t/6EABpMSlckHc2J6cvIMwehsfr\n4d3SdWyo/JAVOZ8gL37SKEeulAo1x7qz6F2LdYPvOcb3/GqA5z4NeBmsKUOMMSf7bSsBLhCRHgBj\nTDh+dyvGmMsBt298B1gDAW8zxmQAL4jIPce6sMsVg8MRFmCYH5eaGjfkY4dyrf/36W9w80NP0B53\ngPNnLOX608/Dbj+yhvC6kz/LD9/+Nc8XvcQPzrwFm23ApXJPOJ5QpOUOLVru43eslfL6XVbVGGMD\nJgdw7njAf26LHmOMQ0S6RaQLqPWd6xfAZhHZ67fvbcDn/F4/BtwPNAJPG2MuFpFVA13Y7R76pLij\nsZi7DbjpgnP4xaNbWLWvA1fXXlYsyD5in3R7FvNSZrOtZiev717PgtQ5wx6HLmQfWrTcoSWQch8r\nmQTSG+oGY0yjMabHGNODVRUVyN1FI+B/ZbuI9LXiGmOigH/69vma3/uzgPre9g1fQvm1iNSKSCfw\nArAwgOuPK/kZ8dz6uYXERofz95eFVzcUf2yfS6deiN1m5+nCF+j26IJKSqmRE0hvqNuwGqkfA6Zg\nTSoYyKyza4ALAXxtFtt7N/gSwLPAVhH5Sm91lM85wEt+r+OBHcYYp++4s4AJ1XbRKy8jju9cdRIJ\nzggee7OQ59YcPGKMRXpMKqdnL6W2rY53SteOYqRKqVATSLKoFpGDWF/2c0Wkt4fTYJ4G2o0xa4H7\ngJuNMbcYYz6F1fh9BvBJY8w6MKo4AAAgAElEQVTbvsdS33EG6FtaTkQagNuBt4B3gZ0i8mKA5Rt3\nslNiue2qk0iOj+KZdw/yxNv7j0gYn5x8DtGOaF469AYtXboGlVJqZNgGGx1sjHkTa5bZaKwv+TuB\nNSIyJfjhDU1NTdOQhzyPlfrMw43t/OKxLVQdbuXMhdlcdd507L5G7TeK3+GpwlWcmXMaV0z/1LBd\nc6yUfaRpuUOLlvuY+wzYcyaQO4tvACuxejYlA3uA3x1HjGoIkuKj+O5VJ5GT6uStzWX84ZkdtHVY\n7RSn5ywjJTqZ1WVrqWqtGeRMSil14ga9sxiPJsKdRa/mti5+/9R29pbUk5kcw42XzyUzOZYt1dt5\ncMcj5MVP4oa5V5MYmXDC1xprZR8pWu7QouU+5j4ndGehRpEzOpxvXbmAc0+eREVdKz/620Y2SQ3z\nU+dwcvoCihpLuGfDr9lZN24HtCulxgFNFuOAI8zO586Zxg2fmoXH4+X+p7fz1DsHuHrGlXxm+iW0\nd7fzwNaHeKbwRXo8/U9KqJRSJ0JXvBtHlszKIDvFyf1PbeeFdUUcqmjkhk+dQsHJeTy045+8Vvw2\n+xsOct3sz5MU5RrtcJVSE0ggvaHOB34CuLAGG9sAr4gUBD+8oZlIbRb9aWnv4sHnd7Ftfx1J8ZHc\nsHI2kzKjeHTPk2yq3kqMI5pPTbmAtOhU4iKcxEU4iQ2PwW479o3keCh7MGi5Q4uW+5j7DNhmEcid\nxe+AW4AdWJP+qVEWGxXON6+Yx6q1h3j2vYPc+3+buWT5ZK5Z/DlM0lSe2Pssj8nTRxxjw4YzPJbE\nyHiynVnkxGUxKS6bHGcmUY6oUSqJUmq8CCRZ1B5rHiY1Ouw2G5/6xGRm5Lr403M7efqdA+wpcvPl\nlQuYdmoBew7vo6mrhabOZt+jiaauZipbayhpLodK6zw2bKTGJJMbl8N55jSywiYFbZJCpdT4FUg1\n1M+BcKxxFn0zw4rIO8ENbegmejXU0Zrbunj4hd1sKawlLiac6y+exdyC5H739Xg9VLfWUNxURklT\nGaVN5ZQ0l9HWbX20mbHpnDXpdE7JWEi4vf+/JXo8PZS3VBEbHj0h2kbG42c+HLTcoeVEq6ECSRb9\nrefpFZGzAopwFIRasgBrne7XN5XyxFuFdPd4Of/USVy6vIDI8MGnavd6vZQ0lbGmZj1rizfi8XqI\ni3ByRvYnWJ6zBIctjIONxRyoP8T+hkMcbCyms6cTGzZmJ89gRc4nMElTB20TGavG62d+orTcoSXo\nyWI8CsVk0auosok/PLuDancbKQlRfPF8M+BdxtFSU+PYW1LC26VreK/sfdp72nHYHfR4evD6NVdl\nxKZTEJ9HRUslBxut2XGtSQ6XsThzEdHH0Qbi9XqpbK0mLTqFMPvQ1yA5EeP9Mx8qLXdoGYk7iyVY\nM886sXpChQF5IpJ/vMGOlFBOFgAdnT08u+Ygr24oweP1csqMND53zjQSnZHHPM6/7O3d7ayt+IB1\n5R8Q7YhiSuJkChLyKEjIJzY8pu+YosYSVpeuZVPVFrq9PUSFRfKJ7MWsLLhgwGqsXh6vhyf3Pc/b\npWuYkpDPl+Z8gYTI+BP/BzhOE+EzHwotd2gZiWSxC2uBomuB3wKXY81Ee/PxBjtSQj1Z9Cqpbubv\nL+9hf3kj0ZFhfPqMKaxYkI3d3v/vw4mUvamzmTXl7/Nu2XrqOxooSMjjy3OvJj6i/8VUejw9/GPP\nE2yo/JCosCjae9pJiIjj+rlfpCAhf0gxDNVE+syPh5Y7tIzEdB8dIvIX4G3ADVwNnH8cMapRMinN\nyW1fXMTV5xvAxj9e3ctPHtlEYVnDoMcer7gIJxfkn81dS25lUdp8DjQUce8Hv6O0qfxj+3b1dPHg\njkfYUPkh+fG53L3sO1w29SIaO5u578M/srp0LROxelSp8SyQZNFujEkCBFjiW6hodCqX1XGz22ys\nWJjNT7+8mMWz0jlY0chPH9nEA8/soPoElp8dSERYONfN/jwrC87H3VHPrzbdz5aaHX3b27rbuX/r\nQ2yv3cUM1zS+seDLOMNjOSf3DL6x4MvEOKJ5fO8zPLL7cTp7uoY9PqXU0ARSDfUZ4Aas6qcNgAfY\nIiJXBT+8odFqqIHtK63nX28WcqC8kTC7jbMX5XDxsnyc0eHDXvYt1dv5267H6PR0sbLgAj6RdSoP\nbH2I4qYyFqTO5drZn/tYu4a7vZ4Htz9CUVMJk5xZXDb1YibFZRMTHj1scR1ton/mA9Fyh5YR6Q1l\njLGJiNcYEwtMx1oO1TPIMXagd1W9DuD63nW1fdtvBq70vXxRRO72LZtaCuzzvb9ORG4zxqzEWnSp\nG3hYRB481rU1WRyb1+vlgz3V/Pvt/dQ2tBMT6eDiZflcecEM6of5bqOkqZw/bfsr7o56osIiae/p\nYFnmKVxpLh+w91NXTxdP7HuWNeUb+t5zRSaSE5dFjjOTbGcW0xILcEbEDkuMofCZ90fLHVpGooHb\nBdyLtf72FcAvgf8REfcgx10OfEpEru3tUSUil/i2FQCPA4uxphB5F/gvoBW4T0RW+p0nHNgNnAK0\nYK3tvVJEKge6tiaLwHR1e3hjUymr1h6itaObVFc0n1qWz9LZGQM2gg9FY2cTf972dw42FnF27ulc\nNuWigEaJ76wT9rn3U9pcTllzBY2dH30uMY5ovjTnC8xImnbC8YXSZ+5Pyx1aRmJuqAeBV4FTgWag\nAvgHcNEgx52GNeobEVlvjDnZb1sJcIGv/aM3IbQDi4Bs30DANuBmIBIo7E1Oxpj3gOXAEwHEro4h\n3GHngsW5nDYvk1VrD/Hmh2U89MJuXt5QzKfPmML8KcnDMvVHfEQcN530Fapba8mMTQ/4nLOTDbOT\nTd/rxs4mypoq2N9wiNeK3uL+rQ/x6akrOSNnmU5RolSQBZIsJovIn40x/yUincAdxpitARwXD/h3\nu+kxxjhEpFtEuoBaX7XTL4DNIrLXGJMB3CMiTxhjTsNKSjcfdZ4m4JjLwrlcMTgcQ2+DT03tv7vn\nRJUKfCM3if84fwb/98oe3tpYwm//vY1Zk5O49qLZzJycNCzXyeTEpgZJJY4pZHE6i1g2ZQG/fO9P\nPLHvWQ731PGlk/4DR9jQZ9w/+jN3tzUQbnfgjByeqq6xKtR+13tpuY9fIP+7uo0xCfhmnDXGTMNq\n5B5MI+AfmV1EuntfGGOigIexvvy/5nt7I1a7BCLynjEm27fd/zxxQP2xLuw+gXr3UL1FBUhLjeOq\ns6exYl4mT64+wJbCWm79/bvMm5LMxcvymZp94ku3Dpck0vjWohv507a/8caB9yg6XMb1c75IXITz\niP28Xi+1bYepba8jNTqF5CjXx+5Cej/zqtYatlRvZ0vNdoqbygDIiEmjICHfGpCYmE9adAo2mw2v\n10tbdxt17W4Ot7s53F6Pwx7G0sxTcAwyGHGsCNXfdS33sfcZSCC/1XdijbHINcY8AywF/jOA49YA\nK4HHfW0W23s3+O4ongXeFJGf+x1zF1AH3GuMmQ8UA7uAab7uu83A6VjtJipIslOdfPOKeewrrefJ\n1QfYtr+ObfvrmJnnYuWyfExu4pio9kmKcnHLoq/xyK5/sblmO7/Y+DuuNJfT3NVCiW+ixJKmctp7\n+ua/JCosiixnBjnOTLKcmaRGJ/NWVRlrDm2ioqUKALvNzgyX1RZysLGItRUbWFthNbY7w2OJj4jj\ncLub9p6Oj8X0YdU2rp/7xSNGuSs1EQTaGyoFqzE6DHhfRKoCOKa3N9Q8rGlCrgMuBAp953kUWO93\nyG3AHqyqJyfWHcbXRWSPX28oO1ZvqPuPdW1t4B6agcouxW5WrSti58HDAEzLSWDlsnxmT04aE0nD\n4/Xw0qE3ePHga0e8b8NGWkwqk+KySIlOpqa1lrLmCqpaa46Y6wrAYXcwM2k6C1PnMjdlJjG+L3tr\nht1K9jcc4kD9IQ40FNHW3UZSlMvvkUhSlItN1VvZWrODtOgUvjr/OtJjUkfs32AoQvV3Xct9zH1O\nqDdUKlYX1yMqnEXkh4GHObI0WQzNYGXfX97AC2uL2FJYC0BeehznnTKJU2am4Qgb/Rlnd9TuZkfd\nHjJi05jkzCbbmUmU4+PzYXX2dFHZUkVZcwXVbbXMyipgUnjeCS8C5fF6eG7/y7xW/DYxjmi+PPeL\nTHdNPaFzBlOo/q5ruY+5zwkliw+wqpCK/N8XkbsDD3NkabIYmkDLXlzVxKp1RWySarxeSHRGcNZJ\nOaxYmI0zOnwEIh1ew/2Zr6vYyKN7nsSLl8+Zy1mWdeqwnftoPZ4e1pRvYG/9fi6efC4ZsekBHxuq\nv+ta7mPuc0JdZxGRQNooVIjITY/ja5fOoaa+jTc2lfLO1nKeeucAq9YeYtmcDM49ZRKZyRO7F9Gx\nLM08mZSoJB7c/nf+ueffVLRUsTBtLlFhUUQ5IokKiyQyLJIwexger4fW7jZau1pp6WqjtbuVlq5W\nkqJcFCTkDbhGiNfrZVvtLp7d/yJVrTWAdWd1xbSVfCJr8ZioHlQTSyB3FncAVcCb+HoqAYhIcXBD\nGzq9sxiaoZa9raObd7dV8PrGEmobrMbkBVNT+OSSXKblJA53mMMuWJ95dWstf9z2l74v86OF2x10\nebr73QaQEBHHgrR5nJQ274jEUdRYwlOFqyisP4jdZmdZ1qlMjs/lyX3P09rdxoLUOXx+xhWDNrKH\n6u+6lvuY+5xQNdQ9wI1Ard/bXhEpOI44R5Qmi6E50bJ7PF4276vh5feL2V/eCMDU7AQuWJzLgmkp\n2MfoX7vB/Mxbu9pYX/EBTV0ttHe3097TQXt3R9/PkWERxITHEOuI9j3HEOWIoqSplK01O2nptrqB\nW4ljLi1drWys2gLA3JRZXDrlQjJi0wBrXq2/7XqMffUHSIxM4JpZVzLdNWXYyt3l6aa1q4227lZa\nu9tp7WqltbuNbk83iZEJpEQnkRTl+ljX4bbudooaSzjYUMSBxiKKG0txRSb4EuFc0ka4I0Co/h8f\niWSxAzhFRNqGFOEo0GQxNMNVdq/Xy77SBl5+v7ivMTwjKYbzT53E4lnpREWMrXEIY/Uz7/H0IO5C\nNldvOyJx5MblcPnUi5jWTyLweD28WvQWLxx8Da/Xyzm5ZzDNVdA35XtvLzCP10tEjI2qw25au1t9\nVWFttHa30dHdQUdPJx091nOn7+dub8+gMduwkRiZQHK0i4SIeCpaqqhoqTqi95krMpHGziZ6fOfL\ndmayMNVKHOm+xBdMY/XzDraRSBargBtE5OMLE4xRmiyGJhhlL6tt4ZUNxazbUUmPx0tkRBinzkhj\n+fwspmTFj4m69fHwmfd4ethbvx+P18PMpOmDrnd+sKGIv+x8lLr2w0O6Xrg9nMiwCN8jsu85Ojya\nGIfvER5NtCMah92Bu91NXZub2vY66trc1Hc04MVLuD2cvPgcJsfnMTkhj8kJucRHxNHa1cq22l1s\nrt7OnsN7+xJRekwaxjUVkzSV6YkFfV2Yh9N4+LyDYSSSRe+8UDuAzt73ReSs44p0BGmyGJpglt3d\n1MHqLWWs2V5BXaM1mC0zOYbT5mWybHYGCYMs+RpME/Uzb+tu5/2KTXT0dGCz2bBhfQ/0/pySGE9P\nu/2IL/8YRzRRjqhBk9FgujzdNHY0kRgZP+ja6m3dbWyv3c2H1dsQdyGdPdbXjA0bk+KyMa6pTE2c\nTE5cFgkRJ/4HRmpqHJVV9fR4e+j29Pieu3HYHcSGx5xw2YPJ4/VQ21ZHbdthsp1ZJEQGPn3HSCSL\nM/p7X0RWBxLgaNBkMTQjUXaP18vuQ27e3VbOh3tr6e7xYLfZWDgthRULs5mZ7xrxto1Q/czHYrm7\nPd0caixhr7sQcRdysKG4r7oKINoRTVZsOpnODLJjM8iITcMZ7vQluhgiwj7qut3j6aGytZrSJmvW\n4t7Zi1u6WwdcidFus5MQEU9iZDwJvkdcuBOH3UGYzU6Y33NkWAQzk6YTHcD4HHd7Pa8Xr6aho5G4\niDjiI5zERTj7fo5yROHxeo549Hg9tHe3U9laTXlzJeUtlVS2VB3RKWKSM4tZyTOYlWyYHJ97zMQ8\nIutZjDeaLIZmpMve3NbF+7uqeGdrOSXVzQCkuaJZsSCb0+ZljtiYjVD9zMdDuTt6Otlff5CDDUVU\ntFRR3lJJdWvtx0bg93LYHcQ4ookMi8DdXv+xdpaUqCRSnC48PTYctjDC7GF9z9bdUCP1HY00dDbi\n8Q4+BV60I4rl2UtZkXNav3/lN3U280rRm7xbtp7uY/R8C4TD7iAzJo1MZwZJkYkcbCymsP5gXzKN\ndkQxwzWNT04+h2xn5seO12TRD00WQzNaZfd6vRwob+TtzWVs2FNNV7cHR5idU2akcfr8TKZNSgzq\n3UaofubjtdxdPV1UttZQ0VJJVWsNLV2tfT2zWn1jVdq7O0iKcpHtzCQnLotsZybZzkyiHVEBldvj\n9dDS1Up9RyPNXc30+Kqrerweuj3d9Hg91LUd5t2ydTR3teCwhbE4cxFn555BekwqrV2tvF78Dm+V\nvkdnTydJUS4uzD+HWcmGps5mmjqbaexsoqnLeu7o7iDMHoYdO3ab9Qiz2QkPCyfDlyBSo5M/VkXW\n3t3BXnchuw7vZVfdHura3Zybu4JLp174sTJpsuiHJouhGQtlb27rYs32Ct7eXEaV2+qAl5IQxbI5\nGSydk0G6Sxs8h4uW+8R19nTxfuVGXi9+h9q2OmzYmJE0jUONJbR1txEfEccF+WezLOvUjy0hPNy8\nXi/1HQ04I5z9XkuTRT80WQzNWCq71+tlT5GbtTsq2Sg1dHRZt9pTsuNZNieTU2akDVs11Vgq90jS\ncg8fj9fDlpodvFb0NsVNpcQ6Yjg3bwVn5CwjIixiWK81VJos+qHJYmjGatk7Onv4cG8Na3dUsOuQ\nGy8QZrcxb0oyS2ZnMH9KMhHhJ7bY1Vgsd7BpuYef1+ulqrWGxMj4E56YcriNyNxQSo2myIgwlvqq\noQ43trN+VxXrd1ayeV8tm/fVEh0ZxqLpaSyZnc6MXNewrh+u1PGw2Wx9I+onGk0WalxJio/iwiV5\nXLgkj9LqZtbtquT9XVW8t72C97ZXkOCMYMmsdJbOziA3PTSXzlQqGDRZqHErJ83JZ9Km8ukzprCv\npJ71u6r4YHc1r2wo4ZUNJeSkxrJ0TgZLZmXgihu9QX9KTQSaLNS4Z7fZMLkuTK6Lz58znW37a1m3\ns4qthbU88dZ+/v3WfmbkuVhkUlkwNYWk+LFVl6zUeBC0ZOG3rOp8oAO4XkQK/bbfjLUCH8CLInK3\nMSYBa1nVeCACuEVE1hljLgd+AZT49r9rLI8gV6Mn3GFnkUljkUmjua2LjXuqWbuzkt1FbnYXufnH\nq3vJz4hj4bQUFk5PJTsldNfdUOp4BPPO4lIgSkSWGmOWAL8CLgEwxhQAV2Gt6+0F3jXGPA18GnhD\nRH5tjDFY63Sf5HvcKiJPBjFeNcE4o8NZsTCbFQuzqWtoZ0thLZv31SDF9RyqbOLpdw+SmhjFsnnZ\nzMiJZ2pOAmH2sTsvkFKjKZjJ4jTgZQARWW+MOdlvWwlwgYj0ABhjwoF24D6su5De2Np9Py8CFhpj\nbgI2AN8RkRMbO69CSnJCFGcvyuHsRTm0tnexbX8dm/fVsv1AHc++s59ngdgoB/OmpLBwWgqzJycR\nHam1tEr1Cub/hnigwe91jzHGISLdItIF1BpjbFjVS5tFZG/vjsaYDKzqqJt8b70GPAMcBP4IfBX4\n/UAXdrlicDhOrN99qAqVsudNSmLliml0dfewvbCO9Tsr2LCzknW+hyPMzoLpqSyZk8ni2RkkTtAG\n8lD5vI+m5T5+wUwWjYB/ZHb/uwFjTBTwMNAEfM3v/bnAY8C3/NolHhaRet/2Z7GqqwbkdrcOOehQ\nHagEoVv2k2akMSk5miuWT6aoqonNe63xGxt3V7FxdxX3PwFTcxI4aXoqJ01PJTUxerRDHhah+nlr\nuY+9z0CCmSzWACuBx31tFtt7N/juKJ4F3hSRn/u9Pwt4AvgPEdnqt+82Y8wyESkFzgY2BTFuFaJs\nNhv5GfHkZ8Rz2ekFVNe3sXlvDR/uraGwtIF9pQ38681CclJjmTclhflTk5mSlaCDAFVICNp0H369\noeYBNuA64EKgEAjDarxe73fIbcB3sXpPHfK91yAilxhjzgN+DLQBu4Bv+qqy+qXTfQxNqJY9kHI3\ntnSypbCWD/fWsOuQm+4ea/rq2CgHcwuSmTclmTkFySM2rfpw0M87tOjcUP3QZDE0oVr24y13R2cP\nu4vcbNtfy9b9dbibrD4ZNhtMzoxnzuQk5kxOZnJW3JjuXaWfd2jRuaGUGmGREWEsmJbCgmkpeL1e\nSqqb2ba/ju0H6thf1siB8kaeW3OI6EgHs/JczC5IYlaei9TE6DGx5rhSQ6HJQqkTYLPZyE2PIzc9\njouX5dPa3s3uIjc7Dx1mx4E6Nu2tYdPeGgCS4yOZkediRq6LmXkuHUmuxhVNFkoNo5goB4tMKotM\nKl6vl+r6NnYePMzuIjd7itys2V7Jmu2VAKS7ojG5LmbkJmJyXTp/lRrTNFkoFSQ2m410VwzprhjO\nOikHj9dLaXUze3xTj0hJPe9sLeedreUApCVGY3ITMbmJzMjVOw81tmiyUGqE2P2qrM47NZcej4fi\nqmakuB4pdrO3tIF3t1Xw7rYKADKTY5g9OYk5k5Mwk1xERgx9oKlSJ0qThVKjJMxuZ3JmPJMz47lg\ncS4ej9VYLsVudhW52VPs5vWNpby+sZQwu41pOQnMzHMxJTuByZnxOh2JGlH626bUGGG328jLiCMv\nw7rz6Or2sL+swWosP3gYKa5nT3E9YA1cykqJpSArninZCUzJiicrJVZ7W6mg0WSh1BgV7rBbvafy\nXHz6jCk0tXZSWNrA/vJGDpQ3cLCiibLalr5qq7iY8L6eVjPzXKS5tKuuGj6aLJQaJ+JiIlg4PZWF\n01MB6PF4KKtp4UB5I/tK69ld5OaDPdV8sKcaAFdcJDNyXVaj+aRETR7qhGiyUGqcCrPb+xrMVyzM\nxuv1UuVu61voaU+Ru28WXYCE2AimT0pk+iQreSQnO0e5BGo80WSh1ARhs9nISIohIymGMxdm4/F6\nKa9pYW9pPXtL6pHi+iPuPGKiHOSlx/U1shdkxetYDzUgTRZKTVB2m42cNCc5aU7OOimnb5Dg3mIr\neRRVN/fdhfRKdEb0JY6CrATyM+K015UCNFkoFTL8Bwkun59FamocRSVuDlU2crDCmtPqQEUjm/dZ\n63nAR72uJmdZdx+TUp1kp8ZqAglB+okrFcJiohzMyk9iVn5S33uHG9v7EseB8kYOVTZSVtvCe75e\nVwDJ8VHkpMZady6pTgqy4klJiNIG9AlMk4VS6ghJ8VEkxUdx8ow0wOp1VV7baiWNmhZKa5oprWlh\n6/46tu6v6zsuPjaCKX7jPvIz44kM11HnE4UmC6XUMYXZ7UxKczIp7cjeU42tnZRVN1NU1cyBcmv8\nh38Vlt1mIysllrwMJ3np1mDDSWlOoiL0a2c80k9NKTUk8TERxOcnMfOoKqz95Y3sL2vgQHkjxdVN\nlNY09820awMykmN8XX6d5KZZz3ExEaNUChWooCULv2VV5wMdwPUiUui3/WbgSt/LF0XkbmNMNPAP\nIA1oAq4RkRpjzErgTqAbeFhEHgxW3EqpoeutwjrFV4Xl8XipPNxKUVUTRZXWo7i6iYq6Vt7fVdV3\nnCsuktw0J5PSrTaQ7JRY0pNicISN3ZUGQ00w7ywuBaJEZKkxZgnwK+ASAGNMAXAVsBjwAu8aY54G\nzgG2i8gPjDFXAt8zxnwLuA84BWgB1hhjnheRyiDGrpQaBna7VRWVlRLL0tkZAHi8Xmrr2yiuaqa4\nusl6rmr6WBtImN1GZnKMlTxSY8lMts6Tmhg1ppernaiCmSxOA14GEJH1xpiT/baVABeISA+AMSYc\naPcdc69vn5eA7wMzgUIRcfv2fQ9YDjwRxNiVUkFit9lIc8WQ5orpa0QHaGzppKSmua8RvaymhbJa\nqzHdnyPMRnpSjJU8kq3nzGRrMGKENqgHTTCTRTzQ4Pe6xxjjEJFuEekCao0xNuAXwGYR2WuM8T+m\nCUjo5zy97w/I5YrB4Rj6L01qatyQjx3vQrXsWu7Rl5oKU/KTj3jP4/FS7W6lqKKRkupmSqqaKKlq\norS6ibKjkojNBulJMeSkxTEp3WpMn5QeR056HM7o8KOuNXbKPZJOpNzBTBaNgH9kdhHp7n1hjIkC\nHsb68v9aP8fEAfX9nKf3/QG53a1DDjo1NY6amqYhHz+ehWrZtdxjWxhQkO6kIN0Jc62qLK/Xi7up\ng/K6FirqWq1HbQsVdS1s3F3Fxt1VR5wjwRlBVnIsWcmxzJ6aQnpCJBlJMSE1LiSQz/tYySSYyeL/\nt3evwXFWdRzHv7tpkt2kzebStMWm0I6t/6EFRLwUR8Q6tKNlZGR84QsuQjuIzPhCZ5xB6oAjM7yQ\nGWS8IIooNxXHCwLjC2xnqAXEAUYtCgr/2opALU3SbJNNmt2QkPXFeZJsL/Zp0m423f19ZjrNc57d\np+ffpvnteS7nPAtcBvwqumbx0sSOaETxOLDd3W8/4j2XAi8AG4FngFeAVWbWDgwBFwN3lLHfIjLH\nJRKJyYvp56w4fDQylB/lrShE9h04FALlwPDk1CZP/nUvEKZ0X7k0w8quDKuWtnLWkvnUn8QZiWqX\nKBaLZTlwyd1Q5xHumNtECILdhA8LvwCeK3nLFuBvwIPAGcDbwBXuvr/kbqgk4W6o7x/vz+7tHZxx\nUafLp61yqNXaVXdtKLw9xlt9w/TmRtjpPeze209fbuSw17Q01dO2IEV7SyPt0e8dmRRdnfNZ3J4+\nrS+sn+DI4v8OtcoWFpWksJiZWq1dddeW0rqzuQL/2jvA7r0D7Os7RDZXIDs4wujY+FHvm1eXZOnC\nZroWNbOsM0zQeEZHM9u1e5YAAAbESURBVK3zG06L01knGxZ6KE9EalZ7S4q1q1OsXb14sq1YLDKU\nHyWbGyE7WKD3YJ69vYcm79R6vfvwH7iN9XUsbk9PTg+/pKOJzkyajkyKluYGkqdBkJwIhYWISIlE\nIsGCpgYWNDVw1pLDL/i+Mz5Oz8E8b/YMsbd3iP19w+zPhgvsb3QPHXWsumQinMpqSdHRkmJha5pF\nbWkWtzWxqC191F1ac5nCQkTkBNUlk9FzHc186Oyp0ch4sUg2V2B/dpjubJ4DA3n6ciNkcwX6cgVe\nfePYN3A2p+ZFz5ykQ6BkUizMpCa/nksTMSosREROUjKRYGEmzcJMmnNWHL1/dGyc7GCBA/0Fug8O\n03MwT3d2mJ7+PG/2DPLaW7ljHrelqZ6lnfMnJ3JcFl0nqZ83+xfaFRYiImVWPy85ufDUmhXth+0b\nHw/PjPTlCvQNFDiQK9A3kKdvoHDYmuoT6pIJlnQ0saStic7WNJ2tKTrb0nS2htFJuebTUliIiFRQ\nMpmgIxNOO7Hs6P35kbGwhkjPUHiKPVpP5Mgn2CGMcK7csIqPX9B1yvupsBARmcPSjfNY1dXKqq7W\nybZisUhueJTe/jy9B/P09ufp6c+TzRVoaW4sSz8UFiIip5lEIkGmuYFMcwMrlx53qrxT5vR9HFFE\nRGaNwkJERGIpLEREJJbCQkREYiksREQklsJCRERiKSxERCSWwkJERGJV5eJHIiJyamlkISIisRQW\nIiISS2EhIiKxFBYiIhJLYSEiIrEUFiIiEkthISIisbT4UcTMksDdwHuBEeA6d99d2V6Vl5mtBW53\n93VmthJ4ACgCLwNfdPfxSvbvVDOzeuA+YDnQCNwG/JMqrxvAzOqAewED3gE2AQlqo/ZFwF+ADcAY\nNVAzgJntBAaizdeAe4DvEP4Otrn7rdM5nkYWUy4HUu7+YeAm4FsV7k9ZmdmNwI+BVNR0J3Czu3+U\n8EPk05XqWxldBfRFNW4E7qI26ga4DMDdPwJ8nVB31dcefUC4B8hHTVVfM4CZpQDcfV30axPwQ+AK\n4CJgrZldMJ1jKiymXAT8HsDdnwM+UNnulN0e4DMl2+8Hnoq+fgJYP+s9Kr9fA7eUbI9RG3Xj7o8B\n10ebZwHd1EbtdxB+SO6LtmuhZghnSJrMbJuZbTezi4FGd9/j7kVgK3DJdA6osJjSwtSQDeAdM6va\n03Tu/ggwWtKUiL6JAAaB2VnYdxa5+5C7D5rZAuA3wM3UQN0T3H3MzB4Evkeov6prN7NrgV5331rS\nXNU1lxgmBOUngBuA+6O2CdOuXWExJQcsKNlOuvtYpTpTAaXnbRcA/ZXqSDmZ2TLgD8BP3f1haqTu\nCe5+DfAewvWLdMmuaqx9M7DBzHYA5wMPAYtK9ldjzRN2AT9z96K77yJ8EG4v2T/t2hUWU54FLgUw\nswuBlyrbnVm308zWRV9vBJ6pYF/KwswWA9uAr7r7fVFz1dcNYGZXm9mWaHOYEJJ/ruba3f1id/+Y\nu68DXgQ+BzxRzTWX2Ex03dXM3gU0AYfM7N1mliCMOKZVe9WeZpmBRwmfQv5EuPC1qcL9mW1fAe41\nswbgFcJpimrzNaANuMXMJq5dfAn4bpXXDfBb4H4zexqoB75MqLfa/82PVAvf5wA/AR4wsz8S7vza\nTPiA8HOgjnA31PPTOaCmKBcRkVg6DSUiIrEUFiIiEkthISIisRQWIiISS2EhIiKxFBYic4yZXWtm\nD1S6HyKlFBYiIhJLz1mIzJCZ3QR8lvCQ01bgB8DjwKvAGuB14Cp3z5rZpwhToieBfwNfcPduM1tP\neNI2Gb3+CsIEj9cRJjo8E3jS3T8/m7WJHEkjC5EZMLNPEmYw/SDwPmApcCVwLnC3u68hPCH8jWg9\nhXuAy939PMLUMneZWSPhidpr3P1cwhQz10R/xJmE0Dgb2Ghma2atOJFj0HQfIjOzHlhLWFQHwqR8\nSWCXu++I2h4EHibMR/WCu/8nav8RsIUQLP919xcB3H0LTM6W+rS7Z6PtPcDC8pYjcnwKC5GZqQO+\n7e53AphZK9AF/LLkNUnCqaQjR/AJwv+9UcK8PUTHyDA183HpjMfF6D0iFaPTUCIzsx242szmR+ue\nPEZYMMvM7PzoNZsIC+w8D1xoZsuj9usJ06Q7sMjMVkftNxLWHhCZcxQWIjPg7r8DHiEEwcuEKbCf\nArLArWb2D8LaCbe5ezchIB6N2tcBN7h7gbDU60Nm9ndgNfDN2a5F5ETobiiRUyQaOexw9+UV7orI\nKaeRhYiIxNLIQkREYmlkISIisRQWIiISS2EhIiKxFBYiIhJLYSEiIrH+B/drW51+dOE3AAAAAElF\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d375250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    " \n",
    "history = pickle.load( open( \"/Users/pablo/Downloads/trainHistoryDict_unet1_0-2-6\", \"rb\" ) )\n",
    "# 170 seconds/epoch\n",
    "\n",
    "print history\n",
    "\n",
    "plt.plot(history['loss'])\n",
    "plt.plot(history['val_loss'])\n",
    "plt.title('U-net network training')\n",
    "plt.ylabel('mean absolute error')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'validation'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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HFEKREJ/s+5Ta7EZgjIwpCCFETEq2FOxWO1mOTOr8tYBMny2EEO1SsigAFLjyqG9tACMi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\ntMDNTy+dxn1Pr+LR1zYSDEU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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ddef050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    " \n",
    "history = pickle.load( open( \"/Users/pablo/Downloads/trainHistoryDict_vgg16_0-2-6\", \"rb\" ) )\n",
    "# 340 seconds/epoch\n",
    "\n",
    "print history\n",
    "\n",
    "plt.plot(history['loss'])\n",
    "plt.plot(history['val_loss'])\n",
    "plt.title('VGG16 network training')\n",
    "plt.ylabel('mean absolute error')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'validation'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
